{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# r-tree spatial indexing with Python and geopandas\n",
    "\n",
    "This demo uses [OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/) and [geopandas](http://geoffboeing.com/2014/09/using-geopandas-windows/) to quickly find points within a polygon using an r-tree spatial index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import osmnx as ox, matplotlib.pyplot as plt, pandas as pd, geopandas as gpd\n",
    "from descartes import PolygonPatch\n",
    "from shapely.geometry import Point, Polygon, MultiPolygon\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## First example\n",
    "### Create a polygon for the boundary of a city, and points representing street intersections around it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# get the boundary of some city\n",
    "gdf = ox.gdf_from_place('Walnut Creek, California, USA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# get the street network within this bounding box\n",
    "west, south, east, north = gdf.unary_union.buffer(0.1).bounds\n",
    "G = ox.graph_from_bbox(north, south, east, west, network_type='drive', retain_all=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# get lat-long points for each intersection\n",
    "xy = [(data['x'], data['y']) for node, data in G.nodes(data=True)]\n",
    "x, y = list(zip(*xy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# turn the lat-long points into a geodataframe\n",
    "gdf_nodes = gpd.GeoDataFrame(data={'x':x, 'y':y})\n",
    "gdf_nodes.crs = gdf.crs\n",
    "gdf_nodes.name = 'nodes'\n",
    "gdf_nodes['geometry'] = gdf_nodes.apply(lambda row: Point((row['x'], row['y'])), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# make the geometry a multipolygon if it's not already\n",
    "geometry = gdf['geometry'].iloc[0]\n",
    "if isinstance(geometry, Polygon):\n",
    "    geometry = MultiPolygon([geometry])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Got the data, now visualize the points and the polygon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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Wj54YcgnBbrdzLBYL5+rVq/7BwcGmkJCQ+/5gIiMjja+//rotMDCwk8fjkfb2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\n8aJAIIQQAgAUCIQQQrwoEAghhAAAwP8HJHbSezljGHUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b209068400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the city\n",
    "west, south, east, north = gdf.unary_union.bounds\n",
    "fig, ax = plt.subplots(figsize=(6,6))\n",
    "for polygon in geometry:\n",
    "    patch = PolygonPatch(polygon, fc='#cccccc', ec='k', alpha=0.5, zorder=2)\n",
    "    ax.add_patch(patch)\n",
    "    \n",
    "ax.set_xlim(west, east)\n",
    "ax.set_ylim(south, north)\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mxxvjBcMMSdSNmYysXTHzBcQgtG8Dg5H1KVKzEGbeNvtGZ8i6tQra/wpgBBtH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\nRS6f11MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b2109e9c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the intersections and the city\n",
    "west, south, east, north = gdf_nodes.unary_union.bounds\n",
    "fig, ax = plt.subplots(figsize=(6,6))\n",
    "for polygon in geometry:\n",
    "    patch = PolygonPatch(polygon, fc='#cccccc', ec='k', alpha=0.5, zorder=2)\n",
    "    ax.add_patch(patch)\n",
    "\n",
    "ax.scatter(x=gdf_nodes['x'], y=gdf_nodes['y'], s=1, c='m', linewidth=0, zorder=1)\n",
    "    \n",
    "ax.set_xlim(west, east)\n",
    "ax.set_ylim(south, north)\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a spatial index and find the points within the polygon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sindex = gdf_nodes.sindex\n",
    "possible_matches_index = list(sindex.intersection(geometry.bounds))\n",
    "possible_matches = gdf_nodes.iloc[possible_matches_index]\n",
    "precise_matches = possible_matches[possible_matches.intersects(geometry)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "points_within_geometry = precise_matches\n",
    "points_outside_geometry = gdf_nodes[~gdf_nodes.isin(points_within_geometry)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WEGtVbyjt2jV6q1++yKBLt2yWhpkcY1M20ONu7hpqjBRXlJj5b+9lpNtRqvP7\nq9ohbRmrfzfwXjSG0VfFDEhdvEoEgBhtDQI9WbqO9pPf51i8d2IqCdaQTw3pZcy5DOANvpO5+tm6\nqJGZZ/SsUwOdK680b3w8gleoQw9qrKaMsKczA4DQnBxiDd3t9+p82j86f3WzY/x52c+Z9SvvKj9x\ngIDN/pr71pN62PGZxRSYtWHlyx9+H1WxBtZ++apxqGIE5FgOn3Is4jl93IdPqlPdjtwP8bi6jFh/\nALPxEPI9CShjULr6mXU+HR9HQugp0K3szY7x5zOUK16710cPpcKK0YBuhS7+pteWdqyMDRh7JOvq\nMqubHtO7gaoT3fGulGId7AqbHrOTC8h8v2gax8DfP10UsQFW3aSSSun80XF4pb6S+kl76mhkooaj\n6idWwjDuG5+Wm9osoOOYEWnOJ/pz3FTDRzTmqLs5Ukx/ormCEVdFdqNi5Xr4lWJXzgNdBQZsX6M7\np1qJ8qty68hP1cpZXQ4rV/n6e+OzLGtn3LqI4XCfQTYqXRVhbiaFWkuY6uhps+dWjLrWXa+/L9b9\nDvdZdT7KjyMhRIJIV91WxjYdx1edF10I9StJ676Ecg6AXSkTj5lSkPXM/G/WQ0UG7+pIVp9Ux78e\n2PTT5n1jU1ZP1sztBhBX+WwZdrWtChZTedCoIK+2eQOzyqOMDSxTj0+XRZV1+RX7oXIZJWPG0r2T\nxykHobE2BHZu2HuosjWwz6mqTfEZjvSds2PP68VwvIxYmHlKdFd/utJPO1TvCTHVMts/A6zHjMpP\n3Z4HkNrFNZy+Atem3TgR8XwoZfnjGEgMA88Q9akhRHdXAnEMsisr9d5SBYdZpy4nHlWi26vac45P\n/c33kb1WTLfNPxsY2GR/8iKJPk+hvp8ic48F43U3wJEQZPDpIsx0wXZSE0QCXdv6FVWk7cnRp2pd\nPMl8SVZ/ahdM9mWX59Rcj07aFtunx+ymhiCbv5DVakH7MUpIVe6RZqt8VlfPX0Pq1RGbDR0SC9sH\nnTTHRyXLXlx0HlgJgcwLS5hJWor1DDGk86eWGNxAbQI0BTovLdGUGIZ7LPUYU63EiV1CTdh9QJmB\nPL90fqitJDSpVp0GxgGH3scQrFw27bs02i9rF6ES+Gg/4CIT0DEFNoeN3njsBUNyyODqUZXnCQwl\nMrxxU3YPFY+z6Z95lLYf94ERVWwQO1pucvuKWhegxbpoklTWAabfpL9uabzs+Ej9rMFVVEWJUBFW\nFaFlj6vzc9xxAAAgAElEQVQCBukxL1dOZzAXI8H5/RW83D0gUiJlrHzeKnke5MhrqtorUL5XZAz8\ne1fQ0a44L7KqydwtWm6vcxd7PRS9jyH05FVCd/dN721SqH2pCWHkN9IhzIKuGEVmwOuSC4SVdZmC\nKKj2NKDHDfi1K3TqpYO4YwY2gM47iu0/zyx4DxoziYde7xOuNVa7OvWXzu4iMi6233wZHYGX1S08\n0xBtLyIzp5IDOx+iLUm2YdDEfKLNhs6vv4NJ6BghPe4HMdBRnLdwEc+xBibofQwhFgxK3dFHM8Mo\nr78VyxPiJkbvkoAsUq5AYipGWxlAV8uYe6l5lUajst8kFQRRn/C7uBFVBsvQKNNiiSqrxhLHTqQH\nvl35P9kBjSVQLGFmDaz0ek97O/y+zLROtcTC/+aZEWU+bKZSUoZVtZE5oCttnfQhts0SfJYhidIQ\nTXtBdnELSOXYORED9MT7RJmFTzimVjFGG7FAPyJA72MIdlfh3Xnju0pSkJmAT/jP66YNeJmXkr3e\nzZWl11BpQZQ4eCmBT35HCUwAxJTPOjWHCFFNwK7ORYJD0j7TMfBMT1aH0DZ4qYlP4MeqOuQxFICd\nd1Bv0zLXi9P+8wyDjt1IBkjjASYDe19Vqj72HtK6ypg5LGCuJYyASAAGgxaZgWqhwPedpOPGHcfY\ndinTk8cf7fe4u6X4TobjZeTAgKjS4b1aRG8QVWZTlSpD5bWlyrEzGWgGUQCV15K+Pt67hu0/DawS\nA7LS2yULdnMYVtUhE2923OpVu17to1LR8H0nc0CZiaoeduys5GWgVNlvPjUEn45a9FxSJduzp29n\nx8EGoflBZPRGebFdHrq55scjq75IskGjfk97+6B8DmIJqmeys5pyGIIGXXgTeizE5HC61McyI2FX\nzuaJy/jEbvKLLzICtj0d4TIjaHTlqiLehKDoMnGKBJP+l/XY1gyC7Su1BWRI86671jgmZhTVJbvj\nibYBkSjzyQdpv+zvwkbrZ58bMbW4rl8qGH2ifdHvxUD+y8+M6Oraa20EVnAYghmsXoRYW3VYj8d+\nqmgxxz25nv1vXU8ADJWJvDJW7RFggNgsROJFV8AqgsiOUdVnAtXq1ACfCZRdYfP9NpiK2KbeQGv9\nX4RMRPUZTGk/04HuE8EzYZKanG7EU2pZp7pffOyCilGScmyGW1U8iKyi4+8tHYf9LKkqidABj+4O\nlY75T28LhefTNsjpB8wTtJFjuCOpmfHBtlIp0PrZPmCpL3K76rr5PutTN7B91dcpp+sINe2CLnmd\n2bMnJoeT55+fKzm5nI85Jqe9EOvky6iTMIoJ7sTzqjGr6tHdT6vn0vmE/el9RuVQYMcgpfPCiCew\n3kLUs0SVPln22BGvN1aHCKgKwQtsdKquXWqUBOBjCDZIfVGv8GmdpD7yTfqrWgkT7xi2brnO9cDG\nFahcPM2up+dJ0JZ6f2K5fCHIqhjqGmpcQ2ImfGBICDQlNombULl4kvpYY7txT3nVi7n60JgXMic6\nozGRBESDPZX81GpJ2kfi8WRtRBYN5mKddt5f+dq4eecdhmCGcGwIXWl36OwHkWUCLFRpJHTXy15H\nlECwjENWmfA5cHhPI5YYicTT1/HNMgnzcRr1swSb9XyRmYfRB5WKTO8RJB9T3z+D6OoM6GbEiPf7\np8Fj5BwtQ+eXMA05noJ8l4IcTS27uerGyIPcq0DHfWVVRurcSzRnFUv8abtsTitvxz3UvRtsu/xx\n2S6hQujqvNhCd4soEX16m7qmu+bYjtiuztGvy9zqU5SRs37q1FORPheqrKDqrKG6vQXMj+nUOOH0\nM7z7xGY5DUjj07XDq8gCWLyH8kfcg0G1z4OsZlLvm6BSf/mk9nXjVamYQp8/HKK6jlfPhXPfetin\n2zvQYz8xfFM7ZR6sdPIigdBda96GTIQpsZB14qHeP1FXrhujTHz4dNdm4wqH8KvnNLINfQgjoONR\nj1m+h6r+y5vYmPeDZUg+03tmNZ/GcdxeDisZE1+XirmLiwvzZ8iKecrPaPTSc3fzp3erjMz1uVai\nffxBN06VTzh/js8xo9Ln8/X5gM0FJAcVsSkO3ELdoWU4ValY5DrUyepoH1j9NO8KS9NTs0nyfJLa\nQm97IG2IXk8FIT93vLqKbjxD5o8fN5tniI1q5lVTNEcTTb9BPyRtSYA5hpk2zFOUi+ofnY3FsH2U\ngWFrKgDWDsKXI2MUt/E0PMR0KlC2P+J/lcqQ/cjjien02r2bIdhFb4lH0Om8zQy1si5WDNZSGd3L\nBILFBw6R5HkqY6RxjUiIZH2/UQ91PzWOT2bGwOrBeTuGLs5BPVZZn87ro6lRljeG6ogGSctQKp0J\nhdCwzFacR+KuaRBvmoCQZnJl7TJlwryWdRBeamx3M8Q4yNxPkjFVHYSmMrizjEcsyxvRaUI8nlHJ\nDJ9N4WFnEcjfZ2KXkJ0RxG/eTTYm4cQhhAIrg1K8wGyc/IOvMwizBFUdQUx+G5CjoNmAK30f5GAr\ndXQyH+hmNWbeu4UYOsVcTfq4C/Y4jZo1CCfvO68L/CNzy8cChPPs6aQ6A2yEuBEpbbcNXroTCb4q\nKtosShuUfVSVl+8RvS9mcQbsc6uLoTFrTxy77rhqLDEEhyE4CB0igZUJG0uwvRyRY48bkFePYp3i\nyyy2wRJUOXiMSAYIaNppPlqVJ04FDOEmKS74KGVrLxNxbDQtBd8vESwTooyR3xfBOnrZDOp2KTNQ\np5Xg7yGZT7luDDR1RBl3Ldu2SuI0I8y6e0/LyO3p54tP680+Hw56kVE5xo09PfKjM+6Zzb21x4sc\nGMW3R43MxDPETptiG7q2xevNjenWxke5PtmzSedppWqLN3xb712NMQBAWmJi4jQASOHa0TsBYKFt\ntReP2Zyr5tVsX2Z2POqgOJ2RXzQgB7hrdP2l90D9/IT7PkSrrm769B4bQowbe2IA1BAs6ld5Mb8M\nxOylIlgjsnicTVhm/FcHtfErQ9Gvn02RzeqA1UF3Yjm2DZ1uWaV+MFb7xOip0qvz+wyQ37zUwfbB\nL41DAEJo6KhRo+44//zzF40YMeIOhNAQEGMRZNsIkabY1bdowFVJJZMVx/gYCAM0RoI31BKVnGi3\nUN0HOi9sKmxWrUftBrrNhzIAoBGoDSIydUmMqolY9F6VkUrl4CB02Jk/nW5V1tsDyJlV1YnQVIZf\nNr8RbYPXJxMVgcFIyKY7qIMYsKoDvfpCViGpdepE/cTbOtQJ8lTj5M9RghUEqjfnE8d1dBUhj8dz\n8oQJEy4vKipqOvHEEw+sW7eu/9NPP526ZcuWp31+/30uq32VaV/45HB2VGdm9YkqIzPbgXhMVDux\nv81tV9Z2MQe9mCEAOA9COFC9bOHUoTYwsrpqANXG8FZpk0PtB7lONByL5/RZTc1Sc6uYkWzctmZ0\n1Hiqtt8AWydCKCU3N3f+5MmTZyxcuHD/wIEDD5OKKisrU1auXJm3fv36tVVVVc9ijJtCnKfICKtZ\nxlx78ytmUtVLZFZ2CdX/Xk4TejdDAOj1D0BYYA2ebGpiVRmzOsh1OjWMWfpr0RNHL4XIxFyf/lo0\nOMqrdtlTRU6tbOZhY6a21Hvh0BTQtA+iMR0AoGw3QOJpw4f/Z86cOYMuueSS8sTEROkFb21tRa++\n+uqQ119//eD27dsfwRjv1vaJ7U803xM1IZeZhc7ALD4bZgxWTr+tS28OoJIyexF6N0OwQ7R66YNh\nCjvqNruiv27FrPIOsbMBDUB4ulwzrxcDfLptdVmVB4vs9SKWU49DVDeZblIURGh9KcAx1xx3XMkV\nV1zRMm3atBqrIW/cuDH7iSeeyCwrKyvx+XwfYIyDtucpGjBbyeuYAn+9yEC8IDNqXpqi8816nHmE\nubb2OopT2tC7GYIdxOmNtw3z1ZSsy9Vda1WPATbClHVzBOa4nmir7pNaPSWqHTCwO6jJ/aP++lQy\n8refM98jQV7J87vQ6VfApG7ZpiK0uQ2hjYXZ2f+48aij7pu4ZMkT+fn5zdI8aFBXV5dUXFw8ZO3a\ntV/t27fvSYxxg91rI4a56kbcs4FlkKyBm+yMpib+Zuouur82gLGNKM9cdHErVoudGEbvYgih3DQz\nfWZvhdmLoFrB25XAVEZX47wYqMWf19UJoIplCHAEhRhpqUGZeCvJdgpW1US9pEo7yvNMBAPAhiMA\nKBEAu1SqNXsqN0IQxdVrxzw1Amz5Z0pK38ePPfaLE0888chvExNnH7z00mLt3GgQDAbh9ddfH/zq\nq6/6d+zY8Whra+sPodYRMnTPhmw74RmuWE6nUrRqR25LbS+yOxax3RhF73E7BQjthpGy7DVxcMMj\ngmr89FgZiGkm7LyIcnl1Kgi+HbUenrzElOjSvDbsngbUDRJx38ZvmuqZrYtNlcDqmAWdNwJIfc/t\nPva2vLxhaSnF/RBCxt4PRnnRdbS0ow12LoxvI+UD228DXgCA7wHQPbm5+cGZM/tMmVIy48orr/zp\nEfdvldNiBZfLBb/85S/3LV68OFhYWHhbVlbWHIRQQliV2YX5ypukz/Bw45aZhbpes3Ts7LeqLjEF\nN0JyGg19u+rnOobQuxiCg86BSg1jHJdfJHblxX6L1/Giu75d8hHBEmz5Gjk/ko5AqVVO/DfGhQih\nxJSUlJNvHTRo96tXXfWS/9y3gmed9fa6Pn36/JypkU2wJo9Z7ksB12cAaAEoezo5ue+r48Yljbr3\n3pe3jHu85dJL64sBAObNqw5ZOmDh9XoPLV26tHzOnDkXDBky5GaEUN9I6jOFOP/8s0LyH/m5Y+I9\n0i/W6OKEEGo2XkQk3nxcCp/oj/ZHD/nZjdl8RvHPEHQEw0H4EIkiu+qOxnxTIk4To+mNvWyf5F28\n5N8yg2HqRgYGI4SGIoCLfgQoaOIT73ErdQQwLTk5uWD06NH33FdY+Gr9uW/h9PTbTy8qCq4YMuTe\nmTcOH/5UWlrayew1yj6IRIhIIrRvGT8BJI4eOvQt3/Tp2bVnvFX93XezLgAAKCnJLZInMTxkZma2\n3XDDDbsXLlw40uv13pWQkHBMtOrugNp2oEojUqa8l6Q8fda8HMFnVU0yo9UvMEiiPxahahVo4r+Y\n1Cb0LhuCg86BynDHr8Rk33Hxt/o6FuoYBJWx0KyfrNFSTLoHUPY9wNFPjR7tLxsz5o1Ze/de1uhy\n1bft2dPyuwMH+qQz5RFCaB3AN78eOfLNhbm5C8tG/K3f9TclLCXnS0pyiy6+uLL4nXfeGfLII02X\nVVffl44xbjG1G7Bz2X6+HqEvsgFmpaWlTVqUm/vSKVOnwge5y1rnz6+JSBqwg+3bt6evXLky55tv\nvnnrwIEDr2GMW0OuxNxwTL2p2PMAOpuKbNsRr2PP8UZ6PhGjqp1QnBPMEMO2RochONBD9zKbec4Y\nKzfihSMmpzPPYGoHKoKukh7svuhC228hlFF87pM5f/rT0Y8WFw9cXFRUec/SpVt+8/HH+w5XNSyu\nTAUo/Bbg67eys/uumzbto9/n5MxOW7RoeUlJbtG8edXFxcUDF3s8wZp586qLH3yw7pq3334Xf3rg\n/1V6AY4wLeoN4+3ziQCmvZyYWLbM6117RmPjOT+ecMI7l1122f4PPjjmUrb4vHnVxURC8PtdOaRt\nW3NpA01NTe5nnnkmf82aNbv27NnzOMa4OuRKokEgVYkLVfWHYuC16y0UR0ZjK8S/yshB+NDpbEWi\nTA2wxDvDrSR41LgK7dev76iHzcPP/+bbZ1Qo3HH+nD1ioEBDauqIU06pe5X8LynJLRo06GdZhYVZ\nqUNzcp4fMmTITb+dNevbree8lDR69COnpS1atLy4eOBiUtbjCdYAABQXD1yckjI6Oz8/u3+l251I\n+ogAZmb16XNx//79z0YIqXzdyyoAjh4yZMjNr1944Rd//etfK1rP/bBl8OD7TxswYMARANlWQP4X\nFVXeQ/phOX6bSEtLCyxcuPDH6667btDYsWPvRQjlmF7A2mh0ar5QVYqi44GVLcHK5iNKtLS/xnPI\nu6Oy/ZBtT3EGhyE4CB8qn32Vjp8ew8I5MU00USuVgWhEpKJ/AdELv56cvOUlj6d50KBB8wcNGjT/\nueTkvqmpqbPdbvdpCKFJCKHMAELr6wFcnPcJ2eSdrbv983+DB9+fl5fXBEAJbHNzDYwb9/3qo4++\n+4FTTnns1uHDn7z0xhv7Pt7c7M4hEgGAQZjnzasu9vtdOUVFlfdUVa2rb2h44oGzXK6zDyPkS09P\nnzlhwoT758+ff8HIkTc9lZmZOZudToRQvwG5uY88OGqU/6GpU39344037lq9eszlpE4AQwooLh64\nmLQFYDAAcp70I5pMweVyQV5enr+lpeUQAMipLmSCLevQ7Xif6UCeiVBUNuy1oiODrJIs4/T/RKVH\nDMTE9hBJupYYQee6ljmIP5jtScAzBTlpG/H113kAGaszIzZArJ81PLbjg5yc/vk33vj0zQAnAwC8\n9dXIPr8b/fUluRs2nFNbWwsHDhyAsQkJr53V1jY3JTe3Iik7O32G2/3dbAB/+yrQBUz+/jYAOHvw\n4OH5+fnLS0pyi2pq6vP27n2tdsuW/XV+/5M/3XbbbU/W1Jz1cwC8n/SBqGhKSnKLiNoIwCDS2dmH\ncHJycorL5Rpx3NixxRdPn35pUtL1s1NS+uKTTmpqycj4aH5qamr94cOHt/bt2/f0SZMmnXnWWWfB\nGWecsdzj8QQAKHEvKqq8h1VHsfOgYgCi+iqMO80hKSkpmJSUlGxZUKceUtuF7CNU466qX+x50b5l\nlBHVUqKHmqHyjGEbgRUchuAgNKhSLbDf9MWjL5begMdvg6hXBSh3DvMEg1mnnnpqpctlCLozZ8Jj\nAMOguPaazKJ7Ku/x+/3uOc3N7nfeGX3klJnfPbdqVc1Vxeu+ybm16Ynamxsbh3PqJ4TWJwLMOXnE\niHtn1dcnbd68OWnTpqq2hoa/XHigufkvd/TtWzRkyJAX9+wx9PQABjMAAFixYtCSBQsqlhKi7PEE\na/x+V06/fqNrrr766qTNmzdfmpS06Mz09AFBAMCEgN944437y8tPfDMl5Z3XTj/9dPfZZ59dkZmZ\n2cZOAbFj6Fb87HGWIQEYEk60JIXhw4c3zZo1q39VVdU8hNA/McaHOk7q3D91Rt+uJqh6xwMvd17e\nL1uWIsjGSXEKhyE40MPM6GZXZ6+LXrYy8PKqJ95/n/j+K55fspoGAPB4PAGPxxNwuRIgLy/v8B//\nOPCRH35Iyrz55uz/vZl4uDB9+gahppW1tUcWLChNf6T6zzvPaGtLTQV4EwEMuy4zc9vYsWMbvv46\nWNPY6M5bsWLQEpcLt7J6+8ZGdx7pBzkOMAP27ftVEQAEAai+3/jOg+nTr+xz0UUza/v169eimg5S\nj2qVzxJ7nZoomgbmCy+8cO/hw4fPePbZZ38EgDVSAfEesb9ZSS8URIt5qJgC67rKt6G2X5Fr4hgO\nQ3Cgh070t3Pe3JagTlTHluM3ZuGljfaXu3Hw4DrxUr/flSMSSkIUXS4XpKSkBLKzX1wG1fh2xpAI\ngJCvDwAevHPnof0td+bPZdNCI5SSxBB01qOItEXaICt6cqn4n4Bcd+211fcA9NNOhQ5mEgOxYYRc\nqQXS0tICBQUFFR999NFshNCnGGOeiekWCez9lJ8Lc918NCUJneeZuMkRCWwz8iSVKso7KiMHvQg6\nA6DZvrbq68Xsk3p3QbY9vh2fUt9r/D7MXkqkA9YNUyScVVWtOYFA4E8MY+kgVEchFFjc0lK1mDCD\n9nFgALizuTnrmWfSr25ry+xP6ioqqrxnxYpBd6SnB/axx0hfAACCQZTI9o+XEOxDx+TEc2Ifoikh\nNDQ0JHz22WeZbrfbDQCyJw6rapHvq2wvUu2L0FUQPdbkfqj25qb/4xSOl1FXoye6ramCetTeGHwZ\nPcgWiTS6l4rn1CWRXS3qDYFsMBLraeIhB0tKcouI5w1xAW1sdA9u/87z+105jY3uvHnzqovb2g6j\nqqrbl3L1UKnGDWy0c7txHAFMe6lv31XnnVf5pMcTrCG2AzITqgkgRDs9PbCfPUb6y5a1Yx9gPZgA\nDMlDNGSL10WTGQAAbNy4sd+aNWu+2r59+90YY5khsM+NNTxdutJWq6u83LMoSrdsGVqPOh1LnMBh\nCF2Nnri60Bn/xHMqQ7FYXpf1VKyDVx0UdLyYgs0gCOBFCLlaAAABnNKE0AYfQl/UA3zlCQaziEHZ\n4wnWsC6gLhdu8XiCNS4XbiXfAABtbYcht+0nzLzYhscRdTGkTKzds8ntdh8zZsyY1LfeGvU/LFEG\nAFiwoGIpazsQwTIp9pjZf7PjRCoh54kUJLYRTbdTgjFjxhzq16/feAA4EPLFMtEsVZbrLKjfOz6t\nuOg1Z5zLEBidmE7D1yPf6TDhMAQHPMLzEWdhvcUlNTD6EMDPXklOhrsGDDh+/LhxpePHjftq/Lhx\n39yUlzf8xsGDR/xx0KC064cMqbxjyJBJNw0btvfeoUOPf2DYsBMnDb/juI/zF9UTQqhSxcybV11M\nGAQhpKmp/TAe9NQzbQDp7S92OhjEqQzIMcosvAcR+mLcuHELcnNvm826gJLVOYDBFFh7ggg73j52\nCXhJSW7RggUVd7LH5s2rLjYzPkcLeXl5h48//niPy+U6IeSLVarBriak5ipOeXc7s/6xi5c4gmND\niBbixdBkZTyz8hISy4l1tR9LSky8ODs7+9QxWVmPHBg+vG7nwL/lzE04sOAq9BQ8jf8n8cwr4O78\nZ565FdLS9tfMn0986lvmzqteBgAwp6Ohyo5fOqJI/i9YUHFna2sAlZYmDXUBbEAApwHAoPZiRzDA\nP9v7S6SEjB8Q2jRp0qSUjIxBweJil6mBmDU4s4Zntm/idXZsCqxhmpQjEpEuOrmzGMPcuXNrysvL\nF2ZmZvZt32XN9mY8PQ5WBJ+UkV2k2X02fNz5GIeTy8gBj0gYm7ktgPMyGjF8+J9+9atfTZoxY8a+\nAQMGHCHeMWzULxuBS1bZoh5edLckHjYiYSZlzj+//Inrr79+3MaNG28dPHjwzHH9f12cNWrHqrKy\nMti6dev/YowbWYPzI2lpNf899/m0QYMmdSR2Ewm+x2O4ohL1lFiG7S85R36LNgDRK0knObDzw7ap\nqiPaqK+vT3zxxRfz1q9f31JZWflRbW3tGxhjv/WV7ejJiyeV2sjquAz9bms9HI7KyIEB2RZAjXB2\n/cd1L0q7cZZZTQFCyDVmzJiDbH4eElXLEvCiosp7yGoYwCB2pDyp3u935ZAPAE9ExZQOq1b1vfXw\n4cO1AFCRlpY28tolJ91/3XXXVQJAIACwhmUGCGD41szM9NTUN95paDiSw3r3sPmDGhvdg4nxuLHR\nnUdsCjojMjsOYgMgH9ZgbaZGYufH73flEOZEmIFoU4gmsrKyWq+55po9f/vb32qnTJnySwAYGVIF\nPZ1Qig4PAOrgS/6clxmXvMmTWVs9CA5DcGBA5w4q5v1hy7Df4nGMCxFCLoTQwPfdbv/v+/dv3ASw\nE9pzzt9SV7cMIYRZXTy7wiX/yQqaED62KVZ9Qo6Jq2VR1ZKf/+KzO3bM+zkA5CYmJg787LNJ88rL\nyz01NZf93EXmod2Y3Arw1sMVFdNfeeWV12tqfveS3+93gwLp6YF9fr8rJxhEiS4XbnW5cCsZl5h3\nSBwDOy5RcmCZHDkvXs+OkXhA2bVXRGp4drvduK2t7QgAtFkWjiXwqiDdeZFR8MkWVRCjtc3KdhMc\nG4IDHnJAEd1FSlVOF4wEAMWpqduqhw4d8eqppz7Vt29f13P/+MfpcxobyxBC+PuBA6sLPZ42MUEb\nIWoqHThJCaFTvwAY7qYuF24RE76ROjdvnn7ZtGnLXkxOPnPJ0KFDE2bM+Ob5F154a0JCwie3AsAN\n7cW9AMbLgTHehhDa/tlnn6XU1U1/6K9/PfnRhIQETs9KVudEZcSqc0QdP/nPqrXIuDrmrV0NpZoH\n1kBtlcOIbZc9Fw0D9JYtWzJXrlzZb9OmTS8DwLZw6+kShKKiYhYEHdfq1ETq6Gc5MFNlpLZyue4m\nOAwhUvSwGxp16JiCymhMfgPAYYQ2LBsx4sMThl47bHDqubOPOWbdS/eOuCxt2/B9nx2uPGHcH70/\nBl8rnXbxJ5/wOfytjKOsNGB2jv3PqpJuuw2WAdwPZWVlfb69/fb5t3z00bMNDQ07a2trt3SMi4lx\naIc7EAg0Arz+LsbTpSkSiT1rF1ixYtASAECsZxAh2KxkQCQK0QYiNaZoV7S3kLrF5Hash1QkzODN\nN9/Me+mll5p37NixrLW19Ydw6+kyROI5p7rWZBEUcts9jHbEB0PoTvGrh93QiKGPHl6vXe0oVlAp\nGE9eg9BXk313L5qI35zx9tt7cGtr6+P9+z9/eZ+R+dWvtRcVXTJZ4mVGtMRyZnl8ROMrAMC//91n\n0eaK37XtaLtxGrNaI+Pt2NgeITRo0KBB182aNWvw5ZdfvicxMVHywtB5NZWU5BaR+Ad2PIRIs3p+\nVbqJFSsG3cEyElG1popQFr2arObFLEeSeK6trQ19+umnA0pKSpq3b9++hEtw19sQ6XtvtZDspoVm\nfNgQWDfIHmakiTmYG4bVNgP+mo5AneEYn7CnpuaqNWvu9363ffv0P9bUXDBmzOdviKkXRBC9O4BB\nnNhUFGw5cpwlrGKQGLt6Z1fiBw7UJ0Bbf8z2HQGciQAWGMNAKDU1tXD8+PH3XnDBBUP697971urV\nYy43nTsBxPZB2mb7SQzIbIZUdqwAhm2CHQOpU/eb1KlSF4nlxf9majiCjz76aNDf//73/du3b/9r\nr2YG4cA84FOGHbfuTkB8MAQWPWXFHquMyU7OFk36ieTk5HwE8AuE0Ix3ECpDCE3zAFz3CRzvTgZY\ntMDv/39fffVVJgBPgBob3XmqXccAlDaCPADeS4eshv1+Vw5ZkauIJfv/4MFddQAIEEKDfkLoK4TQ\nsS5uHbAAACAASURBVLfm5FQfe+yxtw4fPvxPI0aMWD5r1qzfLFu2rLK19daL58+vKW5sdOepooLF\n8eiOEaJPjMOipxT7zULlPkvqt5MOg/ViYlNesPOoc4Vly2ZnZx9OSkpCACAlFXRggWhIFGa5osjx\nCBH7cQg6f2G+DJ9psbv6Fksw67vmXF5e3l9OPfXU8Q0NvzgzMfFI/YgR377d3NyMj9ux45yvR458\nc8K2bee2nn32i9u3X7RA1O+LKg6WILUzAURWzKz6h91HmL1W3KNAPH/DDWsWnXLgKexJTIRPcnPf\nmLx//7knTpyI38u6JXDiiRv/2bdv3yNDhgzxk9QYJImdmWSjKqNrXzyvO25XNcbaC1gbBet1xbqk\nWm2co2r/4osri1988cX8N99888D27dsfxhjv0V3vIMqwk/srGs3ELENQ+QqrNlLpoomMO7DzB2Ad\n1Ylx4evJyYE3zy4OJA6Yic1W+QD2VBSkHCsFrFgxaEl6emC/KkDNakhmqajF68XAM6tAM5Fg6wi5\nGbNQ2TzEa63UQOK1xcUDFxN3WPINYGRhFedRN4dikN9XX33V96GHHsooKyu7DWNcYTXvDiKEmUNH\nlBEfKiOafEpmBmI5nd+8AwNmxmNyni3HlAkGAttSB39RQiJ3zZohdgSz4C3RewfAyBvEniPqF10u\nIVZVItZLfhNVkNg/4pUjBqOxbYtEVMxGKqqFxHbIMR0zENthg950kgbbDwAAEjRHmIHHE6wh88iO\nl63HzBidlJQUwBi3gSoFtoPoQ+fy3QmITQnBTIcWiktYZyCWpRCdNGW2QuEjeweOGTNm6fTpq+Yl\nJQ3vC6DO4RMqVNIE62vPuluyZcRydqQKMT+QTjIIRd3C1iX2S7fqF9vWxRuQ/0RFFAyiJADAZPWv\nul6UfAAAfD5fwpNPthVlZAwKXHHF4ZWkzxdeuH/VF1980X/Xrl2esWPHNmKM4Zlnnkn/8ssv725t\nbd2pmwMHsYnYZAgqIIQBYIM25Nz8WvWev6EQ9i4U6zodcu4hfZI7YdwJCQlHH3/MvZtPLLykJZr5\ndEQdOdGFi371LAMAUDMBVb4gkcCr2mPLi/Wr+gsgB5Lp+qJT2ejGI/ZdpX4i155zzo6nFi1ae1tq\n6r+eqq8/7ZxgML1/djbUBYNB3NR0GLKyPniromL62YcOZR3xet/55JJLLvGlpKS07dixI/2rr75y\n7dy587u9e/eWDhs27IRgMBjcu3fvmra2tu+s7pmDMNDNdCM2GULoxDo6CdvCqaeHhqiHhBAYJkIo\nd8KEJd8988y5j0bSpLgqnzevujgYDEJtbW3y++97L50/v0YirmSfYwAqmRAdOmtgbmx054kqE1KX\nGK/A6uFZnbvYR9UxVaZTFXMgNhLR6EvKqdRBuvMqe8W+fftSS6+++tK7q6tHHgL4pA/AaZsAPj0W\nygBgYBtAv58BgB8DrEUAFw8bNux8l8uF9+3b901LS8sOACjHMUkoeikioHexxxA0K1MN0bL2LrLy\nUtKFqeuyH8YDQpWY+PxFx8yfP/+mm2666SerZvx+v/vHH39Mc7vdOCUlJZCcnBxMTk4OkNQQSUlJ\nwcTExODKlXhBVdVWd339qtXbtk2bf9pp0w7edNPAxwD4qF/Rc6bdPjDY5aJ7/7JqJtXKnF1dA8jR\nx6EYpltbW9GmTZuy168f9yuf7x/vpqRcdWZOzoS2+fNriouLBy5GqK52x45NOY2N5YemTPn1EZVN\ngO0n+c+OA0CWGkSp46GHDl4zaPUlwXtra39SeuDFi2TrIGLEXqSyKpkUexyAPtR2HnSRqOuIoO63\nGVOI1ZdLN09m5Q0jc2BlUtKuJ3bt+n7ZsmVBsyaamppQeXl5oKWl5ScAQC6XKxkhlIIQSgOAJDA2\ntU9ACCW2trY+XVlZ+UljY+O3u+HTY3/1w4nfPPzws3dccslP96Sm9q+pqqrMQSg50e1OQgA8cRY3\nkyHnVfYGAhXRJ+V0ajByftWqhKsLC799+b//PfXa5ubbX/rkk0/2HjlyAaqp+dfy/PzS78eNGzfh\niy9+0Q/jOeD3P/Duhx9OP/k3gx7Ngim/lrK0KrbrlNJz6MbG1lVX95Nram2temcvsrVpvC5uYgU9\n5B7EloRgrsu2N5Eag6jkoWTWJnuOwiswIB/3ssUiQul7+3gbEMKVAE1jAY7bBPDPYwF+1V4CAwB8\nB/DK0QAXbAf452iAk9q9Vfg2DXgBoAwBTGm/eJ1RCy7s06fPWX37/s8zGCfhwYPXvv3TTz/5mpvn\nX3N57hsN85599mFRbcOqjEIxBj/xRPLVV155ZKVYTqX3LynJLTr//PInlixZMuzbbwtOP+qoxKTy\n8hWLq6qqngAAhAE+RwBTvgL4+vyjjnr1mGOOGenz+fr8/eOPZ784ZEhiy4Vrq61iDljpQGUY1l2b\nlfXUf0bdddf0S1paxjnu2A7MEFsMQQczpmCmYrITeGWnbl0dAKElwrLTj66EjjmqYkCM4+RhagRW\nVWfmBqxqh7YXAIzd3HUYFwYQWn8IwN0P4CyAn96thKHB4qysgeUXXfReWtofz2ANq2I+IBYqdRGA\nwRD++tfDi//76WuJSanpcNpp+58eP35884QJE+rffXf8ZTqm8tprr+UtX778y5qammc+BfjiFIBJ\nHMNrH2cQofVJbvfVAwYMOOXz/fuvfGzIkGMDF66tUtVp1+OI/b98eWABxkFwudyAkBuGDFn9dr/7\n7jvtNw0NIxzi78AMsccQuku0UqWAtr4mdEYQDY+naMGKAYh9MxhCY/vVdJMQO+o0c9dWXoIz4K0G\n2DrI5frtbf36vZBy441v19Vd+nPW2KzbPU3siso+cPDgwcQnn3zyqNWrV5cdOnTo67y8vKMyMjKO\nTki4+FdDh+bDOeccecnr9danpaUFyPUbN27MXrFiRfqOHTseOXjw4EblOIU52AKQvPDoW7wnzb6u\nGkDtRUR+EzWSWUbU7du3p991110Z1dW//jlCAcjOfvbp+vqLr3ik4T7fBYcP1wv30RvzUqyDqCL2\nGAKBnRV+Z8UlmNkMCGTjtmz3CKWNrvZWYgmGWb/4c0RNpjbmm41Bd87kGo/HM+MGr/ffs73elj7X\nX/84a2AuKqq8h0Q1A9CVNuthRAzHYopo8vu55/oVff31a8kHdm/JakDv3bVnz55iAPDcmJDwybOZ\nv3EPHPjBG8nJ8+fm5Y3MOu+8pkc3bZpxwfbtN3y4Zs2avx85cmSjnTlDCB13xRVXXL9o0aJy9rgY\nDyHu7cCWZZnCDz/8kHHjjXsurKlZnK9qTwkiidnor4MeiCjer9iNVLaj7lEZilXlQwFbno3WJe2Q\nD48yICtmNtJXVbeOAKrr7TyomJGqX/w1GbYkKTJOVb3tzBMhlIAQQty42WsQWt/c3Lz+X4cOrdo7\nc+YLrLqHENIFCyqWkkhmck6MdNYZj0tKcotcLjc88MDJj0w9a0nwhhtuGHTiiSfePWHChN9uOeXx\nvNGjv/hg2ZYt07/++o9nfvjhFecvWbIk4cMPf/nxRx+ddGpLS8vX3FhF6YqBy+XKzMnJkd5DMS04\nMTCLm9uI0c9r1hx/XWJifSJCKNX0HvD9k9Rytq51EBlCpT06RPF+xaaEYK27l1e2dq7V16dyOw0A\nQKlWx85eo77eKh969yTk60yIagoCZowIoRHL09Lev7NPn9XnB4MXPVpTM7MtEChWzVtycnJea2vr\n1NmzZ8856qiVF6elgbTZfDCIkhYsqLhTF3WsC0gj9fApMvzul1/uf2VSUjqurq7Kych4omT9+vVt\nDQ0N9TcPH375Nq/3P2+99VbNzp07b8cYNzNjGgwAfozxQXFKcnJyfnXzzTefPnv27P12plDM7aTC\nc889N/TFF18sraysXI4xNvX2cuCARey5nQLIuflZomlmDA7H84e6VPIrX1bEFtvWGVNDYwrWzMBs\nPFZqre4wUBvtapkBAMCoUaOu+ub007+8xOPJ2rp1hCu4+rrRCGA+IDT6G4B/HgdwCSA0HgDQDcnJ\na9q83tTAUUe96vHgmnnzasguZXcsWFBxJ6taUe2loLIntKua7liwoOJOccN6j8cTSEpKx8Z1CACu\ngoSEG68uKPjipXHjxj062eWCtra2YeNWrSpDCE3EGPsQQmjkyJFL+vXrlzRmzJjKurq6Lw8cOPC9\nD+DJdIwnL2ltvS8hK+stu9Oos4GQc8FgEEaOHOmfOHHiLL/fvwcAVltW2kNcHh10P2JTQlDBiiia\n6bV1BNp6FW+d4iGaUHnp6LyoVNeG4iXVWTBjVBgXfpicHLhm2LA7MMbB1NTUCR6PJ23AgAH1SUlJ\nAYQQ1NTUpHs8nuDshoZZ72ZkfHxz//4nv5Pz54AqDQRrIyDNmEUWi1HPxP4gQpQ0SNn6+qacjRtL\nGvz+l97cuXPn39sCgRWAceH48eOXr1ixorqysjLl+++/zy4rK3Plb9hwTn+f73BxdvYry5YtC44c\nObJR1ZYdsH3ZvHlzn2XLlgHG+EBTUxNUVFQswxg7Segc2ELsMgQVAVQZkyNx9WSPAYgE2J7RV9Yh\nE5WJvLq32387bXU32PHZ8WZRnKtA6MvjBwx4ZNSoUaece+65LYWFhdVutxu/8EL2VcnJGRhAJs4s\ndIyBVblYqY2IEdosjTXBX/6y89rPP//fFT9WVMxKAuh4XpYOGDBp6nPP3Z+dnd1Kyra2tqKtW7dm\nVldXe2bMmFFJorMjxYcffjhw+fLlfr/f/3VVVdWuYDC4G2NsSx3lwEEsMwRz4qlavRPYZRaRuIDa\ntXPYIf522mclIDPvqvCYZOgut7o67NZF5gigbCdA0qlDhqzs06fPpKSkpEwAwBMnPjAjJSULezz9\ng2JCN1G/LiaaE7OOmm3OI/r9q/T35Py+fb//eMBrr/3s/CNH6mYAHIcB1gLGhePGjfvLfffdB598\ncvx8s8C4aKCtrQ3t2bMnbc+ePelffvllztq1azeUl5ff15ltOogfxBZDUKlMyPFoq23M2monVGG1\nI0oGVjp9MwbA6uN1TMWaMXWePcEwvPuBxiQUcB4tdtttHwNCKGknwLqJ6en/zs/PH+XxeNKWL19e\nBmC92YyK6NvZ/EbcqMaMoB88eDDxs88+G/Sf//wn69ChQ4fKy8vf8/v9L92Vk7Nn1EMPvTR69Oiw\n1UKhYteuXWl33XVX382bN/8LANYkJiYWtLS0fO7YCxyYIbYYQiiIVH0kr8xD9/qxo/KJxoupNqD3\nnBc+zHsQRGi9G2AqAGAMsI5c24pQIAngtLPPPvt/7rzzzh/Za1RRvaqtJMkmPi4XbhXjEEg5Ox49\nPp8vISMjo008Xltbm3TnnXcevW3btu8zMjL63H777UeOO+44ycuos7Bx48as1atXZ1RUVPStra2t\nraysrG1qaroNY4x71LPhoEch9hiC2nfdnBBaqZXY+lS+wdF6eSKxadjRv1sxIAKdCqkzCQVCGDBG\nodgRcnJyrs7JyZkOAC2/qay89Gaf79cvYHz35cnJdx911FGnT5kyJfCb3/yGy6oq7gVAjquilpkA\ntjtIRlRRkiCYN6+6uK6uLmnPnj1plZWVaT/99FNSXV1dxq5du5qPPnrZaTfdNOAxcTjBYBDeeOON\nQX369MEzZsyoJPszdyXq6uqSVq1aNfTll19+AGP8tfUVDnozYosh8CtrOZ1B6GoXfcyCHEugj22w\n23crQqySQkKXbHzMP+vU3wDmbrzhgB8b3bjIrD3FOO/OzPwp8Nvfvj9z5sz9ZWVlWbt3705PSkqC\nqqoquOiii/a//fboyxFC3O5hKoIu2hYYCWEwAGDd3gis1HDw4C73e++9kpCcvPqeu/buXTi/peWy\n1NTUo59qbv7dE2ecUTp06KMXLVx4MGobAkUTr7zyyrDHHntsXX19/Yru7ouDno3Yi1QmRIOPCSgE\nAC+3Eia/ZS8fsa4yrVTAE7EMoX6fdA3btt1VuTgmkRjrPJ5UfaZ1ZACfXM4nlSd9IGPUSU+qscjj\n9TG/WeamHoPYPluG6esFPl9f9PDDZyxdujR/69atGSNHjvTNnj1778KFC/dkZWW1EmZAiL/HE6wh\njIHdexjA2FQegBqR272H7hSZgWovZCMo7bEP6uufXLhz164L57W0HMQYb/A3N199EcCEyz76aHJ5\n+aKXiotdCwDU+xF3Jw4fPowDgUBad/fDQc9HbAWm6dQ+BmGx9sFXESar1bCemOk9hFhGolp1m+n7\nrSQCu9KDqP5SMRoqZRUwZ7ymbcr9NaQauSxhtMH278lAsqCq6qQog3bmPg7j9DsQQrBmzbAPP/zw\nqOHDh59++PDZCydO3PFmfn4+qq6u3rhixd8Wp6dDjccTrGlqQjlXX22ohURCn54e2L9ixaA70tMD\n+wDohvMsSkpyiwjjIP8Jwzlw4NSktrbXXkQAUzDGuA2h9Slu91UQCORc2tZ2+e82bPhXxrS33wA4\nC+bNqy5ubW1FDz/88NA+ffrg008/vSY/P79ZbK+rcOjQocTGxsYN3dW+g9hBbKmMCEL0Z5eO2/HG\nsevuKdYBYM1k2GR3+pW+PQZh5a2kVtN4O9rn+6R2W2W9qkL1smIZhqgWC8NmgRBKBIDBAND/DwMG\nfLH39Ddb3e70xKamb2t//PGBT2+55ZbdI0aMaCLldXsGWBmLWRQXD1zsdtfX9v/owlyoqMCJLS0V\nS1tb7xs9enRhQkKCe8qUKUcmTpzY+M035yy4+uqqewAAXnjhhfyjHnvs1D8gtHDYsGG/nDNnTvLc\nuXP3JSYmdukLV1pa2u8f//iHZ8uWLfdjjLd2ZdsOYg+xJSEQhOKuSHT/KoJI/4vX0eyPdo25hEjK\n7at2ZcsAqlKRr1Opk1RjYs/r54S4evo65kFc1fP1+5h2Crh5oH0uE+ZTnzKEZXqsZGXHHVYBbNT9\nIgDAI42NP/7ri1+XtLa25vh858z1+Ta/99xzz02/6qqrKnbv3p1RVvaLqzIyjOynAPxmOeS/mFFU\nFcNgGKczYeZjj927b98+zzfffJN98ldf/bypqal1ypQXT0TIBQUF1cUFBVX3+Hy+hA0bNuQ891zi\nWVV+/2gM8MHBLVtcJ+2+5JhNm5a+PHPmzOYTTjihNjMzU/JM6gxgjKGpqWmLwwwc2EHsSQh2s2na\nWc3rVqmG/zwwxNBIZGccs2eA5eMEqEqG1mm+SxstH547qZVrq9ymDwDSpXoMzyB+la+qnz+nkzZY\nSUN9H1USCJ1LMU0zx7gRwMm3ZGT8+MGYMWt/+OHKOWPHPvHCsGG/PXvhwn7F/fr1axGbYtNT+P2u\nnGAQJblcuIW4pKanB/abRSevXDlgcXJyc828eQdWPfhg2x/cbt/Bjz9+243Q63/+sLz8slEALWQM\n7ZviFA0YMGDqmDFjps2dO7epX79+h/v27XskJyfnSGd5IB05csS1aNGiwd98880NGOMm08Kd6WXm\nICYQewxBB7seOjpXU70XjBcA0gFjxB0zS9KmOm7HU0k2gFPpwUoNxret85wKAICrg8iLexcYvz0A\n4Neos6hkpUq7wY/Xp6iDnze7KiezCGfh3iGAGaPgxQM74KLNlYCO/iQpyX1n36vdR03a/ca55567\n/4cfzjqvudmtjTYWdltbMn36B3+vqKhIy8jIaNm2bVvfjz/+uMXj8QQPHjz+lxMmVH749dcDT124\ncOirf/97+S9TU1e/9t6uXSeOBJjISVbCuL8ESD0vP/+x5OTkvm63O3fSpEnZl1xySUVeXt5hy/kI\nAw8++OCwkpKSf7S1tW20Lu2gNyN+GIIO9nX/vJ5cJvDqzWIAdMRatapmV7TWuYzCgZqpeDrURuS3\nuqw+1YeqDRUj1dtwiASyQVEfL1Ho9qdW95PMs1KqQAilAMD4BwDW3TdgwPI+fS674emnz1tqR5f/\nyCNNC99/fzW6u+4h3/8NGPA3jPGAd/fs+e04qPr+3wmD06/KzFyKEBo2ZcqUExoaZs6d+sVtlfc0\nN+dr+knTpTNz1IaQLz05ed5pp5124dKlS3da9SkcrF27Nuf+++/f9tNPPz3YGfU7iB/Eltspq99m\nCZaZW6RI2NVulF6urMojR28A1tkjVCt7f8cYVMneoiGuk5U+T1hLO/rEqlzMPJHob69gP1C3CSDf\nB77uDGCZAVHLEbsC35cy4T7pbSykjwoG0obQ+uuzs3/88+TJ7706depbEydO7Hf98E21L7886CpS\nlLipsigpyS3atm1bxkcfve3au/cvhZc3N9ft3r370R9//PGOsQDfYRgQmNvaOr6uru6Ftra2bU1N\nTYkDBx6H/zX02pTi9PTDPyC0keuLAT8jhXU8MwkAZSXB4EtTGhp+XlVVlaye4Mhwwgkn1OXk5ExE\nCGV2Rv0O4gexxRBYQyohIMbLr1anmDEK1tBpEMoM6ZzcvsptVa0C0quQ9J5FZu2IkIkv6/dP+qSO\nsSDzxhu6dVHatC5V++w8k/tCjsvjmMyU92tVdeZ2mUKJWYgG9va+JgLMfKdfv7c2DBjw/jXXXPPT\niBFP/Gq3d+WR+fNrOwLOxO0oAQDmzNn51OLFG2/Yu/f/zcAY/whsjIswxkOHDr3/+efXjFu79p0D\np53W/PY7ZzzuO2/CH/OHDB5c8gNAElMtWSBkiGqz81tbc//85Zf/+9577w1g+xGteIbk5OTgSSed\nhJKTkydGoz4H8YvYYggq8B47BqiHi7hyLQC6OitQqnx4NYpcL/utkiTMib3VStc+ZFWPyNC8oJJ8\nWO8fUlZlIBavU42V/S0aqFmGTcsh5lq6paiKKcj95lVstBxhMqqc/8179uy5+4033lhdv2rVfJb4\ns8S2uHjgYlZSSElJCeTnr38tJydnNkJoYIcEIwLjQoyxr6X1ovq9e+8f+d6KYy7ctu0v/z7ppFlt\nEyZMOGtq3+vzgoQpU8mND+IDAIxx45OBwB89Ho/EBKLFFE466aRDQ4YM+Vk06nIQv4h9hgAgE0MV\ngTdeRCPzpkFQ3KYEmagyVPWIhFP2CvIxv9cL15tLB9EAIbi8mylBgVayMmwc4gpcXb/OoM3PW4FC\nImKZlNdUpcdHWJdxc0jbQu11+DvqaC+DMcYtLS0/AsAXn+bkvEmaEYlsUVHlPcEgSiTHExMT8WWX\nXbYvOfn8JX369BkjjZH97pgS3LQtcO0mn8/XuG1b6YC1a6d7Dxz4x2QXHasxBlaVyDD1ya2tTei1\n1845//zyJ4qLBy5+/vmcosbGILfLm67/dnD00UfXDxw4cDhCaIB1aQe9FbHHEMQVrQiVPtv47Wn/\neJXlxTZ0K2JWPUGJksiAxLQa5rEFoYJdeYtMh66UvRyBpnPmlsZB3GLpOT6lhap93dzzx0u5a+Rt\nSFl1m1c5VyoY5ye3j5HGRohMux37AUq+/vprnJLy+Nvz5lUXG6koXDmqDKfkf1paWsDj+fClbYcO\nrW7vv17F1n7MhXHhnj177tu0aenZTU13eDHGe0CnbuLhHY7xCcV1dTdfe+171+zb95tnP/547uef\nf/7zl3bt+jSJ7SPbz1DgcrlgypQpODMz84RQr3XQexB7gWmijpqqRyiB0adTMFbBdhhKqP1R9c8q\n6CxcqFVVxFOHGI1Ju7zaiFeJmcc3iExPVtfo4hKoNxN/n9KZfopqINkWI8Zp8MZypGyX2IQIEPKl\nA8Afdu7MXPH++5sPHLj2f1R2A7IrGgAhuGPhiiuu8Ex+5JG/bUZoQ7q6fxJTwADbwecjDJhIaupF\nB72uDBBavwsAZdQsvX7//v6FF6Wnz9057g/BgQMntJWU9Dfdh8EuJk+eXPf666/PRAj9B2McjLQ+\nB/GH2GMIaqJEo18BJncQC/V17g6iolvp2u2Hqn4xHqIrVEQAsnFb1z5rH6GSg19BoAulelTEX6yX\n9MWOoVg0BhO3XDYQkIAwFN39YplKu6SEADxpaWlzf9+nzzv7zzln7cKTTjp03HFGriPVPsvsvgkA\nAD/72c+qdu7cOXzgs8/e1ggACKEEjHGbcsXPeo+pxk3vA42cR2g9QsgFAL8eMGDAlF8nJf11/owZ\nZ06dOrVx27azDg87nJgjpt0IFcFgEMrLyz3ff/999vfff+8KBoMtYEjKXbZZj4PYQezFIciSAeu/\nXgBiRLF1ffq9mSPtm9U+wp0Bs/ZUc0dgtool8yqqxnTMN9K+q+wtGBfuQGjjjLy8Zz7Zv/+yURhP\n0o21GaENGwA8/+rfP3fP1Kkfju1703mBviM7NshRNU3SWIjbZo4a9da/77rrrpbk5OQal8uVv2vX\nrjswwFtsvyTmZ/aMtpfZh9CX6xMS0r7q16/PN5MmvTtt2rS2wsLC6tWrx1zO7tIWzjTu378/5fvv\nv8/eunVr4pYtW9DBgwerDh48+HVNTc0WAPgRY6x3IXbQqxF7EoK4ElUdN1uVi0REpwqwc614XEfM\nrK6PJlSGXlHvzc8VzxBV0gEpJ0sGfAZNFWFU9amjOEoHgIEAUAPGivWMAEI+l+xGCgAA37vdKXNz\nc/9vVmLiE3sQ6o8V84wATh0+fPin06ZN678wKenMZ9xLLwpkBPcT4sqmqyDHnn++f0eW07a2w/D8\n8/2L5s7d/WRaWlogGDwRFi1alNe/f//Ed955x/Pkrl0fAcbHmN5LjVSEAH72AUKbS7Oz+xweOXJQ\nwy9+8eyUKVPqzh8+nEspweZXssMUamtrk8rKyrJ/+OGHlC1btuDq6upDDQ0N/62srNwMBgPosp3a\nHMQ2YktCiFTFo9OXW/23rlsmqmywVFdLCSoIq+2OY3aN6nK0sJzx1CzPlFBnXl7eVYMGDZqel5cH\nVVVV4PP5WjMzMxNra2t3t7S07GtqaqpPTExM+U919e8nARRijA8jhPKvGzXqm5xLL/1XzfLlv1iT\nmfkCAGAAgPkHDvzm+b59H5194MAldaef/p+bbrrpR5ag+ny+hJKS1Ct9viP9x4//+JmqqirXQUXj\nhgAAIABJREFUvn378JYt4+cEgyj7/vsL/vbXv1b/fvfuvRihlkBSUmv9zJnntWVlDQsQiSEtbeXb\n9Q8//It/HDx4AgA0+wHe8QBMDQD816VjxMy4hw0bdu/vRoy4Munii1/84Yczz0PIpZRYREYg/m9o\naEgoKyvL2rp1a1pZWRmuqKhoampq+nb//v2bgsHgbgCoxTH1YjvoKYgthhAqQjGgWl0falsUke20\nFg3o8wCxRN46aaBRTs88dYxEEbU9duzYP99zzz2Jw4YN8weDQWhqakpIS0tr27x5c1Z9fX2y3+9P\nQAjBl19+mbBr1y5oaWkJAIA7Kyur70MPPfR1Q0NDYiAQQC+8cNQf0tLaKpqbXf2DQZTo8bRWzJ/f\nsGrv3r2eTz/9tN++ffuCFRUVUF4+7ezU1NdXVFffektz88BgW1vaToDT5gJAbUrKE19eNWRZ36cr\n5zfVNt5ZkQIwNSEhYdT48bd9vmrVOY+8+OLAonnzqouffTa76MsvX0tKS3v3zaamJrxv3+Rz09Le\nXR0IBPw3lZfPXtjUNP9bgOXHAhzuGC+zOPhDXl5L/blfYIQQiCohVZpuUY0FAPDf//435/HHH09s\namraVFFR8XVra+suAKhyjMQ9AD1h4Rch4pshABCClA4AjcIqXplbJqybqtZ9d48NwaxPoUpB/LzY\nYxiquhVtsQwBwFw90tbWhgKBAHK73TghIaHjgWW3wnS5cEswiBJdLtxaVFR5z+OPP54/rbh4egGA\n/2iAUwMA77o08xAEADfAeX6Af6diPNk4jNDQoUPvP/74f9zwpz8NXqbKeEr6/NRTnquHDn3rzQ8+\nyDqvufm5d3/x3XfzD7vd+57KyloJAIGiAwcWrsjKejgrK2viKaf8awbZ6U01bnEvaHFOdu3albZk\nyZLErVu33oIxljK4OnAQCeKfIRAQozP1YjGC1Ajs6tfFsqLNQGVk7G7omIJZWfY/gLltQmzDKksr\nAIwdO/buP//5z8nDBf25HZSU5BY1NroHL1hQcSf7H4Duj/zggw/mP/vss3/DGH9nY3zKXEgIoRG3\nDh26tWbWR4lZWYn77Ojzn302u6i5+YCrudnV76yzfnj4qA8/nOdubu67ZdasRyd9/PG1rddfLxmu\nGxvdeS4XbiWMwGrznkcfffSoF1544Wm/3/+RskAcrFQddA9iz6gcLvgXxJoZGMetDc6iwZY91lMY\ng10pSFVGt9I3O27FWA2EreIQCTO72ibE9siRIxgAWpW2E1W/eLdhozjAt69XVLhrK66rOe7au7g2\nVRJNSUlukdsNsGABWmGYNsYAjBmzHADgGAB4evNpNfOgmus/YQxkEx87O7nNmTOnat26decjhNZj\njOWtOe0yfwcOBPQehsDCUOVgMPYFwO3HQjO0qsqITCESNVS0oCLsZt4xqvL8eXnfCd180fNKVZNO\nOrXjXUOIqE69cuTIEQAAsm+yvMMciVtQeZ3Re5gxFyHPLd9+u6tfeXkquy+yKsqZEHdd/9m9Fsgx\nkkOJjEMVNCciPz+/+ZRTTsktLy8/GQDekwo4zMBBmIi91BWhQueCSv3nGzvK2HElDMWlVby2qxEO\nYdC5zNLzYqpqdR06ptKOQCDgrq+vT1Kds6OaYVfSjY3uwY2N7sFseoeWlhbYAfBKR58RWi9JC2b3\nq70sxtj/YF3dFQ888MAxd9xxx6hHH83g0mUTRgBAiTurDjLLOzRvXnWxxxOsIeMQmYrZ+OfMmVM1\nbNiwXyKE0pT9Z2F2rxw4YBD/DMGKILIETvUisf73ek8i2hbVofP1dCd0MRHsuFiobAjidRF6adXV\n1a154YUX+tbW1ibZyfDJHmMjjefNqy5esKDizgULKu4UJYQkAKy5pyQXFJ9nSNV/o66P7/r88/xf\nvv/+ZM9HZ/p27twpbzUKRvwA6YP4TSAyD/G3ncR1JSW5RQMHDjw8c+bMlD59+lhnMHWkBQc2Ed9G\nZaoXJuohfRCW6jqzOtn/AHqduspoGW2ojMZ2xxB6zIX9uSHHNONPT08/dcqUKVf+/ve/3yvueazz\n6mGjeM1US7fffvvwDRs2/GfjwYPPDQdIwADrAIBP3cFvHSrnHJIdB3zvIbTn98cc8+11111XO2nS\nJMuALzIOItGw/z2eYM3FF1cWr1wZXHDllXjl00/n/8HjCdYQe0IgsLcOYwyXXda6yuPxSOm9a2tr\nk2655ZZ+mzZt+j3GuEHZdwcOQkB8MwQCusplg8X0KSusXiYrX3yArluV6YhwhCv4iNq066kEAOnp\n6TOnTp36P7fcckt5dnY20fl3+OCT1TP5bTelQ3V1dfK6dety1q1b5/7/7X1/kGRFnef3dU83PT3d\nIxwMzMAcaCieceWh6107LYYRHOyFrod67u1BBLhGrI7jqrun3pwrKLI7qEsgG3Eai3K242noOe4R\nhHogbGjsHaKA3fTh4h51gzDb46AzPQwMMFRHwzBd9e6PrKz85je/33z5Xr2qrtedn4iKqnovX758\n+TK/v/Obhw4dempxcfF/Ly0tPbICcPtwyN7WGpSxA9Svm5g47w1vf/voBX/2Z7dmtQPAv9CsXq+/\n7Jpr5q/esmXz0Bvf+I6XNm8+rwWgGOEHP/jBV504ceLAyMjIuWn6+//uzDPPgi1bzoSJiS2td797\n+VvnnnvuC7fddts//eY3v/nDZ5555ntOxJtuf56Q4Yh1jbXPEELtxnlCM6X74MnXLwlNYkZ5tQZf\nvb4y+H703lJZgsnJybdedtllV19zzTUH9V7HmmjiuHz8H5te2msRzp2YaB7hmMXCwsKmubm5Myd/\n9KPLv3vq1P94/vnnf3Hb4uLHLwZYHqJ94xsfbUbyN6Ojj/7wiivmJyd3X7ZzZ2vG35EKWOPBYafP\nPHNg+Cc/ed+NR48enfvoGWf8YPiP/uh/vvjiH18OAPCjH/3e39Xr9fetAJz4F3BP8i341/+4Y+gH\nI+ed96f/ZePGja8YHR3deuaZZ244fPjw8t8fOPA7Eyq0yc1RJWlAEREE64chhEz8EM0ga8EZldLK\nmIRSm7mJzvkDumV2edqJ+wffX/9mL0uSc8455/1XXnnlxe9973uf0Me1lqDzD3FhnjqGv9VKRvQa\nBB+OHTt22iOPPHLGXXfdNX7vvff+RZqmC4Rp4tTpdnqO9nOcAqj9eGRk/JOvfvXM7t27T1500UXP\n+e6J/QI0rHR+fv7Mm2666VcHf/3r99QBTvvUO9/50PXXX//b73xny86//du3/l390UdfY22yg/ry\nZJLMjQG8+2GAu1+Xpq/P9AUNQtRbxEBjfTiVuRBJX3SJHJlktp7Ukhd2zNoTrUaIDHTK5YEmsnRC\nq+Ou1Mc9Xz+YgYG9IxjerAY/O/qdpmn65JNPfufOO+9cvO+++87Wx7XNfdeuxRuWl4e26OgbbIef\nmGge2bnz6I0TE80jMzPb/jyrcWefffbJSy+99OjWrVtfAoARq39VY3B4Kt5XQfdfbQSg/m9femn4\ntnr9D7/2ta+d/tBDD/2T48ePsxFTNCxVH9u7d+u1+/advbPZbCZpmjYhTadfC/AHw8PDsG/f2Tuv\nuOLI1wGgOYTHL9nS9bQ03ZGm6ZHXAbzYbv9Up9+NZqA7OTvsOGLdY+0zhDzAu5Dh/1I0ji99tAl1\ntDfrMfcKYwyaCfmkO7r3M9UK8t6zKAwhwv1V7zAFjuGa8M4XDh48+Nff+MY3Nhw6dGhcn9ZEtNVK\nRpaWhs/Vu50B2FE97WMp3R9ZitoZHR1NAGCk/dddV0H72Rzr2OL/eZpOfGp+/opHPv3pK7/4xS9u\nf+yxxyZPnTplpQO/6qpje5eWhs/V7dBt1t+tVksxhCSZ/QeA24eGVMK7ZrOZPPfc7/9hp7+0KVKK\nclP9O0yOuavsIyI8WBsMQRrsWZPAJkzcgit7P2BOBfc5Un3EnEpwocAaiJFs60RTaVj34drfS+B7\n6z7AzBb3G2pTmqZH9+/ff+utt966lRLWXbsWb9Bpq7nFW+Pjrad27Vq8QZtj8JoAromjo6MAemEm\nR2QpU6Vjqb3z3uUrK82/fvrpbQ899NAd11133Ytf/epXX95qqUXYjz/++MQvfvGLM97whjtvufDC\nu77/4IMPnjk7O3vWl770zB/fcsvYtQAADz544b8/fvwvvwRpOn0RwJVDQ2pK3nbbOe8bGjr5DGrP\nZEcjlbReCdFEFBGIajEESkCz7PRZk8A+jzfaya6fSsKuOafGXoPrpgzHZ65y65pEEqBmDo0OAcbg\nfQ/FUETSxM/qEtZZfPzkyZN/v3///rmf/vSnW7mqpAVf2Mm8c+fRG8fHW0/5FniNjIwkALBB9HFQ\n5t02F6FynR3d0jRtPXns2H9eWFj4iwceeOCZxcXFjc8///yGz3/+81tvvPHGhZc++cl33HTTTb/6\nwhe+sP9Tn4K3f//79ReOH79236lTp5InnnjgtImJ3bvbVQ0ND+ttrZvJ5s133d65r9FO3HElwTd+\nZa03Yh2jWgwBh4wWHcjGjGMTo1CJmtplOWcdJsqYCGa1mUp+ITBayKTDCLjnwGacInBNQi4kx7av\nTiSJHz58+Id33333aSsrK475BUAlg9M+BVrV+HjrqZmZbdcvLQ2fp01LHIaGhozJSNIQ3HbSDZms\nlBhpmp5qNpuLBw8enJydnd3y3HPPzS8sLHzpT0+cePLgwYO3HPz1r9974vk/ecXS0sdfe/jwYfir\nvzr4of37X9q0vLw81q61dejQoZGPfey+Dz377Od+9PTTV3+gwwiMP8Zl9urbfZ/SWLIFhCmnrvWK\nbujKGkF1o4zyhNLxEqBt2zdEgU+LzdUTEmnkOy+1rRcoK9JIilbJs58CQObznn/++R/76Ec/+s8u\nueSSJ7nzOvJoaWn4XCm6iKbHxtE9MzMz58/MzPzXNE0f9LZVEgroepb2c/0SYOw/XHjh/2o2mxsW\nFhY+nwL8I7XlJwBv2rZt2/tOf/ajM/tevOb//g7Am1KAe9ppuN/zfwBu/1cwmwCc2UzTV73BuWeZ\niOakCIRqaQgY2DbPIVsaV+q36wweZu37HCHLMjFxzIReR8tw7S5DvXdt4o1cJiqqSblO18nMuiQG\ny1z3m9/85o677757fGVlJcFOYg3tTxgaSk/RcwDKpLRz59Eb22GpL+FVwgAAW7ZsaW7fvv2yJEle\nnyTJG5IkeWOSJG9KkoTfltVuZ739v2kdT9Pp16Xp6/c//vibFxYWPp6m6TGHiKfpdArw8yNHjnz9\n/714zfzr0/T1KcA9AABDSss48C8BXkzTHa/rMAP7nraG60NWQIFPYIlYl6iuhsCBs5X7tnTkVqxS\nqRcAgiWzJGkCjfSg56Q0Gtl1F18wp8ERuKLSYZbdXbqGahTCNUmSJBdccMEndu/efcHFF1/8FF7d\ni/cRAFDMgTqPs1Y1f+c7W3YePfrLDaed9r27RkZGYHR0NHnuuefGf/KTnzx8+PDhL6Zp+mLm83PP\nwvUJXZuhy2AGzV3HaZFcym7fb66+iAgBa4shAIB3kuHzIfUY1ABgvE3QtebA5b5R5iZ3w5WwVb9u\nffIWl6EEQD3HFGgzWOi9Q5BlMuLeBedfELBhw4bXvutd79r98pd/8d8A2BFDMzPb/hzvkiYRf+1k\nDnmcVqsFn/vc515+xx13/GWapo9lXpDF4NRYGQdqgsxLyAH8DKRovZFpRBBU12QkwTbXcFlHa445\nKBt1JPnXgYtIUvfEZVzV22eiyXZiOqaHTp2co9eubxl80SlFiYDdBnkzIewsN073abYP0TM0m839\njzzyyHNvfvP8Pkrsd+1a3NNqJSPadARgNsjB/2kYqg9DQ0Pwspe9rAkA7CIzFuad1lkzmjZB0v4w\nZeS1Ij7nPK3DnPc7l20Gk4rl8iKamdYE1h5DoMBEOEUROVmwJ4dLTEMIu48Q8G3NtuvnYSjmXNgz\nF4VE2CWo56SLAJ3rU4D7f/vb39597733nrV379ZrZ2a2XQ9gTEZ0XcLy8tAWbjeykL0JNMbGxgAo\nQ/A9G2Z2/LO6fhKfPR8Tdco47TL8OKEbAdH72RpN4vVHhPiuDAOqdcriT0T/UEJ/r02GYCbPZOaE\n9cEQclc6p/VSxoOPS210kR01lfe8IQC9tQ36nJOu9jIJPi0KMdDl5eW5n/3sZ62rrlr4gnYg4wRx\nOCVEq5WMcOsT9MrgkMfYuHFjApQhhBB86nfKAzqWOAc9518IHWeY6drvAI9tft1MthmpTr7tdRuR\nMfQPJZj71iZD8JkjAMqJ1pHOufepWQTRpy2EahKmbtOerGfC24X2ClQ69JmE6Dnh2dM0ff7o0aM/\nv//++8/BRJ2akHS2U9/ag5C02WNjY0N3Anw9sz/Nu6Sb7Iyz5TnNEdfl/q9ZxzmHtD4e4nvA9+XN\nSq4G6XuH0rPY95u0jkXGMPBYmwxBQyKseTipx6QhlrMJb2/SDlMCE3aPOQDojb2XEh3JXq6/fSYK\ngsXFxXvuueeekVarZa1UnpnZdr32DezatXjD0tLwea1WMqKPhZiIMPbu3Xrt2NhY68rx8d053lmd\nELxlkXhL4LU6O8uqLOS4odP0vu5YCTMfhggomNBzTMi+b3RYDzjWNkMoEz4Jj5Yz+zUbu6o+10ti\nnHWMTnA1mYunsbAxxdTfACnbqWtua3j65+DCwsKRAwcOTC4tDZ+7d+/Wa6+66tjeiYnmEe0/oMRf\nl8lyJuvMo/r/6Ohoc+PGjbyUj6Ft/fjbENsaWxY/r3lufiU7ZQYcw9VmUclmn6WJlAHcHur/iKgc\n1l7YaVmgajgnbeWto6yy3cImMlMgrZ3opu48xymYchdeeOH1n/nMZ874+c8v+3CrlYxOTDQP620o\nAezNc/R/3xabFJqhHD36y5F77tm1+8iRI/895Dqga1VM+KkbJiw8G6kvPCy6yHgpMo6LIMuMFTGQ\niAwhLzAxzSJ8VDPox0QIbRfnpOzVvbPKBly3ffv2P7nkkkve+P73v/+JzZs3r0jl2pFICQAAZhqh\njOGBBx7YcvPNN//DE0888VWxvdKzZEnoEnw+FXUeL3wzO6LhcSURW/ddl5MCI5Tx91PQiega0WSE\n4VOpJRs5LRPKDHrlYAvzm9jRH2VN2CK+Gfzb0yeHDx++9a677rp9z5492x977DGRoO3atXjDrl2L\neyYmmocB1P4DIc3RpqOxsbGVkZGRjd72SueonVxKf4LPcYEG7hjCC97qVhnchhDto5vEhvR+XP1F\nmUF0OA8EIkPACJn0nL2Xu97nc+AYR3m2fB629GlHf3RTZze7wVF4+j9N0+azzz57x/3333/TZz/7\n2ZEvf/nLFzz88MNn6L0HNPBuatpsBKB8CnThmj4GoExMrVYyOjdXu+LEiQ/+J7YRIc+HmSwXPmqi\ngvispfg/HUNUyMiKAuLqwE5l31guAp+WE3KtRmQOq4ZoMsqDbkxAksPQ/e/mV9LnurEZ4/vQ+nw5\nmAYQSZJsHBkZed327dt/d/v27a98y1ve0rr00kuPnn766acAFFOg4ac+s9HMzLbrd+1avGHfvrN3\nTk/Pfve666574Ve/+tX1XTSQ23+i7hB1XVb/95meOG3OlM/K2WXX5TveLTiTaoi5LWIgEBlCEeQd\n4FkO6rKdz3lU99WckF3eO0mSBAC2nX766RdfdNFFl3/kIx95+pWvfOWSPq8Zg2YGOv8RNiNhjeGq\nq47tPXLkyNgnPvGJ4UcfffQThZ/Lbagmvsr+z0n7+rcqb1KzU0Zhf9v5k7LeM3c/KjCUOR645+62\nvsg8eooNq92ASiGE0Pp8BSHqdJZkFULoQ9Xv1Z5gXd47VdLMEQC4fcOGDY+eOHHiP37gAx8Ym56e\nfhrALETT/oFduxb30DBUqjWMj483AaA7p6vvvSlTTxNUfik3/5GCWfXrN1HyaSp8Y4JqE92YeThw\n2kqeRI++89FZ3XNEDaEIsoh2nsgOH5PhNgEqYqripMuQtlQMSZKc96pXverjb3vb2865+OKLj736\n1a92/DL79p29U69qxsxAh6y+9a37v/XhD394y4EDBz7QrrRYptq8ZUL73mc6Mv+zTYCcVhKqbfja\n7htvPq0oYiAQncpF4HMY02PagShpCnTxmvptYtuziIhbH9+WEAdyt07mVUaapocPHDhww1e+8pX/\ntmfPnqFvf/vb5y8vL1uE8aqrju3VO6zhhHmtVtLJX7S8/AeXo0r9aRdCzDTUN5AVkICv5+/tLnyz\n2zNs/adjT2ozPp5nLHDzQZu0cN0RA4+oIawG/PZjKlEZJ3NRKb8qWkGJbUmSZPyss85652te85rf\nu/rqq5+fmpo6js/TDXd0RNLKykn48Y/fcef+/fs/5PR/Vrsp4efeFdUAQwMI8r5XXb8yP5m1C9SP\nke2wzv9Ossb0oIy3CAdRQ+glJIkwTd39ASQpjgsR9ElvWdIqvYevnNsmHTuv03SXK02USCjSNF1+\n6qmn/ua+++7bc/PNN5+45ZZbXnH8+HGkBQxt0f6E5eWhLdqUNDS0AQBgNEmShO1/CtvB67PdN5ln\nrDvl3TL5jnFlsK8hj3BB78GNDU6LUddMtc/bYwZfUxRR2+gZqskQqjIgqPptJkSD/LcnE7W54uO4\nTlqG1mczlmnnGFeP36FtUiarc3MeU9hAIE3ThYWFhT3f+973vvvpT3/6nP37928GUAvWdJqL8fHW\nU+0w1eQ97zm+d3h4eBjo3MhydHJbaGJiqHbSM05ljrH7mA79jceSVIZjOHQ8SASfG1+0DlyXW898\np1+o8EPvmxdRw+gZosmoTEiONEkS4xxuHIo4kbnjUl0cIfDfw46rr8gE3bx58zt37979rssvv/w3\n+DhenAYAsHPnzvMffvjhD2fuq8wBm5kkk5M67t/WlKs31Omct06OkYWkt7C1I3lP6VATWYXG0lpF\nNTUEjUGTSCWpm9MEbCm+4VxPJS+fyScPQZdUfWq68jOoyQ4hqBBOnjz5QrPZTOhxvMkOAMDo6CgA\nwAgA5B9j2izjJr2jmWWHchE/rGX6+p0S45D2m3dv9gvH4MxC9vX6eac65fW3PX7rAzdnIyxUex1C\nFaQJn6nBdTi6oX+6bIgt1ydlSQ5DXxt9UHX0LklaD7CysvLS448//rIf/OAHF5x22mkrY2NjzY0b\nN660P81NmzatjI+Pr4yMjAAAjBRum+4bQ0S1I9d+t5Q4Zt1LMhNKJkYFd19xTnDB/gXpvr7jcvK9\nBhEg9E559liPGAhUy2TEqZxlZW/sN3wTwUxsOzW1/5rs9AU+01VINE0/0EMCkSTJJABcNDo6Or5p\n06aJsbGxTaOjo5MbNmzYNDQ0tGloaGg8SZLxF1544YVDhw7dkKbpkqeykAgfACkZna5DoZyVvLRd\nbgpuW2vJujZPmyQflGtCk9N2cNcPOqpKfwRUiyFQVGHQdCNl+oh0CEPJO5m5a3rNLKrwDrPg89uE\nELi8mkKRdmHmE2LvL3IvytikcRjiM8izmDOiNFTXhxASnTEIKDpw1XUmVbFENLh+oCYmDlx9kumB\nkzKLolfEbzXBM1H7t+2fkfqwBtoOHwpu7GtzFG92rJP/YQKEb46Zc3bKDWkchkUa8RFS2ddFdIFq\nMQQzoZRagwd8FRDaVnvgSw6+hiMpFXFS0nu6fg1KwLvTFNbLZMYEkRIyN9fPNGhbf5oOd94vrkuC\nJH1joitdzzGrPPdxz9mr7rEzuohznt6H+8+hSjRh0JCmabU+ALMpwGznN3d+tdvoa3s351WZRgrQ\nyHFPuSy+H+7XInWV1Qdr5UP7ij437W86prn3kafvwsYSvle+ccXVha/P+575/nHbw/WZ1Ofxk/tT\nPQ0BS1P6WFUQGkXiLzMJJoKlGaTK01Wi3P1CzEx5tAM5RHF9aAi8FuCa9XwOfxram+WDyNIE6G98\nTz2uuGt5s5Rr9sKRVXnfMy3PRT1RzcO9xt3DOiIXqulUlvLFVx15IxZCnxtHl1Q1mmOtgAu35KPn\ncAhn9059zqfAnc9znXkW7plcguxzINvO6Ox5wDmmo4+ha1RLQzDQg0c54LAkVWXJQJLQOOR5TlVv\nHf0v5neI6A6KeNnbl+JjplwDSchTwC3ootIyPsbf13Xk5hlbVINUZeodYu62oSZe68KOTAqZB9zz\nhGi5EV5UlSFoLKPf3KRpWIyiKitrfWGg+Lg/tt0tr7+rzDSrDC7Ek0rcqhxOqOemt3CjwLJNkdyY\nkup1TVn+SDdK/PUzcJFMHAPzCSi0TYOeUnsQ25QHq+3E6OpDHWFlO+YG5RP6DJKzPdRhFz+r827x\n+/AFTWSNZ1yHNE7yOJul+3L192o8Uce33Wf553IV538fP9XSEFwJ36QDkJxl6jo+pLKqkNR+97nd\n0FRzPZ96OaK/oKGoPt+OtE7ElHe31KTl9X9fwEHIfRVq6JryFy66pi57zBaZy1l9s85RLYZgL3yh\n+edraOA229/y4piy0duBVWtHFLnqsjx5qaPOP+kjVh+YOHNMnyZBlEyLvvUFNErPJrI4eg+bWqW1\nDePg5koqzyzrG6M0AisLUrRUL+ZBhZlMtRiCPQh0kiwTNmcmwrDDCHqpHfRa81D22GGws2jymUmp\nxFaGUzqitzBjp94Zt5TYYQ2AEre8zN6W5mtgFsXhMWOvaOZDV+eteefWXS6wBkyd2T4YJz2/ur/M\nuSA5/yuCajEEAGAGII3b5iMuekuw+ydt4wlnS2xauqyJhIEL1RsEVGzS9AT0nVCGjt8blvIl8xE+\n5o6DBhjJvg6KsGqtugla2w4JxODeXej75BzNWZBNbA2H0Otvuj5BsiwUeQbuGp/Zb8BRvXUIWUSN\nz/BYTiZJri0A/WUIks8gSZqg0h40EDEx6zVwOzXjWENZGtcMsAYs+cK48S/PB5lIUWnbPa7GFK0v\nRKjIl1k1/zyS2sE9L4YRGu003bRN6xRV1BBsqRiAEkkqWU327CX3yz/B37PWUYVtG3PoHsp6AAAg\nAElEQVQdSUt6UZN/FWhZEnqU9LsHXjNCJV5qx8fn1Le9NatbrkEIZa1N9G1TlLnHMKNx15h6ufeu\nNQ//mKDmnLzw+RIwc3Drx+a5Mk1G1QhtF1A9hmAP+Dohht2psFWBIfYTAKAn5zwYKU8xAnUuWwug\nkzvvoC5DU9LvtZt3tRbesyHINdYPhr81qA9ClaE+iBT0eLEZhq0BSISemmokpoOfARNcXlIvTjwl\n8xqV9m2CzzEzPjVIUZMRNWlXDNVjCADSQhs7Asn8ruzLEWEG7pzzfFgdLib9qGtDiXOZana3Etta\nUPfN89vvIMTOjYks9TWlaQIAc6h0TSSknFlSYka+Z/C139j2ywt/xtoTN454/9uk9ez0PAXn7Ofu\nX1FUz4fAAUsAdJCvF7uga5PVG6HwfgRfPb6yPlv1eujnfgKPYQWb0WsGELIVpXIWD0GaJuD62bLf\nnXRNt9phP8YNd4+sY922q6rzYbVXxhX+SCsni65grPLHtyLVXvnaaH/yr1aNn/69O+k96neIv7ky\n9HpuBbNvXKhzaft3U1wd7csIUMazd9uvoWO923bR/u3nc5b8qZ7JSFJZOQeSUVsr7ejJBCeJcNqR\nVtFDJBfJnroWTXCriex3YQcPGG3AtVVL40D7DgDw+5tCZbhxofeTnu+0gQONfMoDTkIvC9qMzN0j\nyxyaN9qJ393N+DT9mlvx8NYeoFomI6weA/jsfLa5iAufW8vgJ6kJs9Oookq7HoHNQxzxoWNcjjLC\n48JNOa2g668RpjMFOtGeO79ss9UgmEtcPwgOx5b7h3u+dYRqMQQA/0ujjALb0tcjOMZQZIAnSQrK\nKbk6ay/WG/L0MWf3lhgIH4zh3hcDMwxuzwaOcIY4Z4vAR6D951z/R7dtc2lNfr/MAKJaJiNbIrGZ\nAr+Dk7vr0noDDe/Lo26aQZ+wESPRfFQeKBGloZFZu97hc675hq5F4Vfn4lBR/Z9uroRTymcRvLJN\nJb76/Ofc3evymrg4s6nd9+HaN32PWWbwPs6zajEEbEfVMC/HXYCWZStc6zD9YQ9WPNC4/uEkKEws\nNFGooAQ0sMgmaHKkmMyo3eSG+niIHZ23j5sMw7peySyFj/VrHob4CLKux98adC74rs2qm4anSvVJ\n77mXfbnaXu1C3vzsY7PiufjxR4X4NzGvTLREpT++dxDyTqX3SyOT3P0FGt79GHztlNrBffe7Dweh\nzjLnUg/7tT8vZ7VeSNUIWG/D8EI2T4kMdJDevW88ZDGN0FBsHV5atI3quAlb5Tb80WVou1a7z/M+\nZ8h7sMN38zHYPPfB77bEZ6+mychng5OWolcBvWxv1uIlKXwuoj+QQ0bDkBWCSueOuWaO/PehJphk\n6kDTZeNoJZ+zWt1XDgsvYucPNRlJZfL0u2tWnQRsbqP+Cp5m2el3fPex53BNLF8Q1WIIEkGjzp21\nvu6gDHAEIoLHavVRlo0f/+bmhY6yo+WkKJtsR6ubHdQOawbnv6mbF0ioT5AiL3HW9wi5riwBjJtH\nXF/bEUlujqUQgYxGNZUsRFaLIWQ5Y8zx9R1ZxMGOyJrtEItuQ1LXA1arX7q9rxRlRyOOAMKZHiW6\neM7ZhHjCIvauhOwKbZzUnBer8654SZ1zuOt3Yofsmr0deM2B07BkGufmWwoWkKu3DoGDHY4amUFe\nVDRmOgLCYvNdwqT3znDX8Ng5sFzCw5WTy0C7Dnktg33NFEj7LwwKuD4NySclnQt9vqLlcvZftRhC\nlGSLI2tAxr4dPGQJOnkmu8/HYBawSRlQzapm9Xsc8Kpol0DKYymcsOF7Dh5ToCu5Q0JRs55hAJ6z\nWiYjimj/DoMvZa/576q9vv6Nfd97UBOoMvU1CjFv6nOwCZU290yyZezjkywzsE1PU4g5NMV2+NuL\nTU3GmT0IcE1xvONcl5VAzUPceg6p3h71RRU1BJ2Tx6QCjsgPmtsl9mO1kR1B5u6RUUS7oNcrgr9M\n7OJubiN8P8mUFXL/PO3uJXyadTdad1GTj+ywz9VX1dIQ1MONt/9NQN6wq0GRMAYBkjSoEftqMCFJ\nji4xaFjf3OYwuE6leTTR/yYpb9Jd2NcvW05RhTxpHPwOT3tFfK1zrNeRhFnjn+sLm1GGp3nBgR5S\noIx+R1IbuTmcHTXmNqWiGgKAYgzznf+SgyuiGKJPoTgGRePK4zfylfVp41wdvuzCRfsG+y76NTZD\nncS9eN+un8JkK+7hc1eLIWCESEhu9ANetBYZh4RBIWgR5UNy/mZHABniFMJkdL1F28b9z7pPrwhz\nF1E7Oe8l0SyZGYccz9HmajIEe1CnoFMz4/Ma/sEbNYqIclEFZsoTUx2KavZFoJFIlCFwzAXvm9DL\n9vd6/mYR1V69Z87spJGX8RVoYzUZAoeQh6/CZI2I6AWync4KIVI+dQqb8thxLe+fUKTNvLZgmFi3\nYbnS/TH6FQIr+R/4PveFvOZmmNVyKmsYJ4xxgmUN9sgMIlYDg+Kc9499fn8EvM0mnUd8pBBO0R22\nxWdIm+U+nG/f390JLex68J63HcdT1rEiCA0hVWGtOs28nDJbf6Q6C2hP1WIImhEA6I6ZR795SFxV\n+h0RURY4M8Ngoi5EuAyz0S/cfDLXTDu/8bzV//OC8yXY/xukjY1S+tsQ4GGrTrq+IuReEp2So/z8\nYfW+exZkXNUzGeFtAUPjbn1L9dXLcP0Q/jZEbSMiDIM2VkK0ac53INUjzzm/yajsfrGZ1A4AmCPP\noeZ4Xq1FlZ9yTFNSpJPvGUNMczKN6l1aDIRqaQgAJjqI62iZAw93zmOJx3D/MGZApYK1jMGVZquF\nQWIGAPlNR/buhLbU7d81r94uY6+u5sZV6FgLkYjV9xxqb6MtECZWOeXvsNN5c5qMohM6hHbCuh+n\nAUlmKkpzuGcrQthD+jPHXK6WhiAn0vKHxPnrNBELANnhqIMm8UVE9BqcNqDnXahZA0vERedo0bbj\nHE1c2wxkOkJzKwHky1/EWTYkU5zUviyzmS7ThSZWLYaAwb+0vMm++BC5kIEbGUPEegAON9UINSnp\nsiFzpVfzKateX7SOxDB89Zpr7LIYLtGWmUWIaapEVM9kBGB3Fv7gY7qc5FzSTmkpusIXoeC+zIiI\ntQM9Z9TYVmYSygQM6qgsV5c9F6XjsmNVrjMEqt6md56qZzNpcPTzu7Sh7piN+bbUQPeLfQ/3m3Me\nS+Y1zgehns3dRTK7jSyqyRBMuoppq4MxdzYvVFZpucgjdR1edj8ldrJ+mRERawl29lNtj8dzoI6O\nmdQxNrg8Y+Y6LCVLG8T45m0ozHy2GZcRFF1GwD+fpjXLVlv5tmhfQy1TYMTMyI3Q0mG/dsiryeVU\ns2gVNX+bZwjGhjyFBwKYE+qHtzMrpgCwBIqQq9/S6kuA0NV/NcCRSNFUFLGegKP0XHu8zjysy9pE\nXjatyFFIZZlDtCnGrnfSIvqGdkxa19jPN9Vpr20GmgIKw9Ts/RL0Of7ZxwV6xueDcukYn88N071A\nVMuHYHNAvEmHfvAJoOFm9vV80q2sZfkh1/YS0V8RsVqgRFqZTOY7vzGj4MLBffbzbv2AeZ6B3tt3\nztcuSrj5MjZRzlqxLTEQDF/0EUebOF9GAKrHELAj2NYKlGpLX6w+pq7ndobiHDo6Ztn/YnG7IsGO\nWE+gcwyDmm/5HdaoszoX4SrUVv0bt5ETAPn9HDDNSAGgBWph7BQo03sLlDmpLt5Lg9Im+z5T7Xp0\nNmcAo4HhXevqTN01oEIxZuAhXVUphgCAX5aWTtQDA7ido8vhDrG5Mb8XalHJJSbLi1gPcM0qGG4o\nqsQEXGm6WFhqXvjmskS4cbsMQwDAflhtUg6jFbRP5E2F+H5z6ZhdrxxF6UG1nMrGBtgA49yxF53p\n38YuR81KBoZ4K+ePjiDgOpBjEC6igzli7QPPGzMvdrS/6w4hBTDRNKYOm9AZ30PvNW2fSUuflx28\nAFobULRlrv1ZCro3jmDChJwKkjQKyUUNHa9bfWieaTmoTQjVYgh2J9YZLoqjjobR72miCajwMe2t\n184ipXGkoh0vpH0aMRw1Yq2Ai8QDoETMNtna19lOZwOb0Om6i86/IpCCTFwso3bNW0xRoe4Qew0d\n3eQSd16AlPrAbpt7rdv23FsMV9FkxC8R9ztd3AUmyka37HDmIu2RoiiwtBR9DBFVBO/wdH1w2LZN\nzbM0Eomzf0uOWl1Pv+ePRDtsYp+9cY3rv3BXQ5t+wrD7TIqCyjZ1y7vXMaiWhmA6VHbScNdgTUG/\nEByb3E17pIGqY7l1vHC/JZ+IiDKAtWsFs+jKSLzSWgQATTSpaYT30dm+hKz50sv5ZNMMbiGZT5Cs\nsYIr7gd1rIHK1JGlwvSVtoaYOiZB00BJu7FpYzAzAKgaQ1Aw3NEl9mCd08c1I8HctQwHVsi1+oXi\nFygl+4oMI2IQQeeKHsvmvyFyLgHECSX5sEreZi8RY3DKce0tey7Z2+/yNMfAv/80Lkfr5OAKvGGC\nbIF+qBZDMAOMzzrqRgTsQMfqwL2ovAOnyGALcVJz94mIWG1Qc4ZPMjYraLNXGeN5xI11ziktMQbf\ndWXASPBhwqM037Mk+pAIJ9896LkCTvpq+RCyHC2uQwfb4UxcL7Xr+zrebUN4aCm2Q1LJKU/2xIiI\nQQIfIqlCHBWw34D6D8zqYF+21Kw54ZuzvQj/xoyxn6HlNu0Iy8jcze0qxRAAbCcJ72DWCzsAqPNK\nckRjZ08/QR1qdnvjmoYyER375YBzLLvnJB+Bu06IK+M75g/isFFWwAhe+Krq7d04Cn3e0Otzolom\nI4V50GFcANxKvXnQ5iEcJ00lcTcKwA2B4/6XFU6KbayqTTTBV1zTUCYiMygHdO644JLahded5SeQ\nTb7Y0TsB7nwO21KTmm/Ut2YGO4LMVt3AZyoKcbJ32b5qaQhGbfMt63aXi2MNgapgeaWIPOalPHVG\ngtVbcO8/Ihs+iZUnQGY+2v/VMWouzXt/f9vc1DT4XFGNwYwdeyvefowlnbctK0Reek8521gthgBA\nVU9jo+SWcAPIOUsk9VRfI9/fLDUvwwfgPo/J+xIRUSXgNDIKmDloQQ7AJMTL9hFkRw8acMyhG8LN\nmbdc05d77zKAfY0hprWSUEWTER4UuqPqjClnql22AUYqsT3wyvTUbJdLgzqZC7HrRk3D91R1515u\nHhERhF6ZOcx8HAa9V7H6r+PqtUl2CMyKX1NO14Ejj3wRMllRNIaITnXmvdn0J28fGDqi72lojVkP\nUHbfmueyw+ztc6WjWgyB2t05O7x5Mcug8qtMtMtNgtl0W5dRkRHqfGLdJwtc7pEyXpQvBW5ExCCC\nCjV4UaZNxOZAacCaQWA7v7vYyrXnN3IJbXrxqTmWz7+h2qO1dRz7X+88g/Zn9oJIU02gD6bOajEE\nAD5W12yE0QS99kANgKU2obclFoN5lsOHSvycxFFMCqGTykymmBMpoiz003diAiMwEdZBH7x5hzIA\n2/dnyuD5lWU+oQKjLeGHgRP+7Pv2JgBkFXxd1fMhAEjx/VKOcOgc09dyx8PuIW+gE9LeiIi1jKxx\nHpIDSMHN9yPdI9TpjGP47dT5xfKZrcac7sM9q6chaLjqlFEJqbTPdaLEIFynlZuXxD6fr52hoGGu\n0YwUMWigY9QnfdtZhXlmIEXJYM3B1Sxq1txwLQh4karWQrSWMtxhPPm1BrsdZWrz0lzvAwOqnobA\naQVcBBFG3kgDLTlwWwLy5fOvXi6rXETEaiFkjBYL7caE1Z3f+P4AvSOUIW3XQiPdwKaiqJaGYEsN\n2S/Lth+aQWU+DfSdgsmRNI8kmZrD/V2JZDyg7f4cLyEo6p+IiCgTHOHD0TwYfDprWZI2/j839xg/\nd6ZELb/buRLOyIzgmBVGmxfYQtCH+V8thmDicnVKXjdUlFMfXYcxzkmiY4znAO++Zq7DOVkkzz+O\nvZaQz/EkSUIVlj4iKgwlMOnkdVPOeZre2iXSDaesD9xY54mhu0Wk+V9jaYDEQOxjfALNLEhBJtT8\n5bu3Oacd6Y0O3epFiCtCtRiCIdAacyyxt4lpExF4/JLtRFXY3qhenLmORicUGyy1Qi9SUstj9FFE\nf6G2iDR7ifiBNXkj9WfDF+HHEX5/hJES+LLCN3kzs3I688zC9utxjIuLWuTK+J3rOGRW/e+xKbla\nDMEdLDs6//F2mNrZpICl93nkd8AbVdj52rHUjweLuWaevHTdDplRGKZSDnc36yqiCSmifNgSdROZ\ncezzttPXXgSmNfm8BMy3SDS/2cSvmUuEWd1jWQhIcRencv/NoljZSSw9D17bYMrUeskMAKrmVNZZ\nB3EEECXs9ubTGGbbTAV+M3ApxBSfw+fpN3dtWS9xDTitIgYQPgKb7TTGY90O4+zVPMgD82xyqm33\nGjknkj5PF5D6fQd0C1JzDc+M7BD6PqJaDAEARwBNAF5drM6pRFBK3XNzDQHwC2IU7HwluKxE9LPK\nhD9T+MSJabEjygQex2ZumRXzvjFtznc3JnvNLEIItyk3BTiBXd57YGE1e73FlGN+wzRsFVAtkxGA\niR3G+cmNs6sOxkQ03jlnrp0GyblF1UA+lNXsjSwNFikWO4+am2V64uqOpqOIIrDHsdaex61zXDSR\nDXlLx5BxWZQZ2GYtn09Nm1rk1BVmTg+ByXjQ8N7DfbYaMvWYIBT7g+nPMNPu+moxA4CqMQQdGuq+\nJO0TwIm1htHvacCSTKjDB5/H9lB8jDII1/HtOqEo3DbwCe5810czUkReuCYMvf+3XsWry6WkDI3g\ny84R5IvyKQoz53gBjDpndcSO32G9hL7Dt81UdZjUODjSyUbduca02e9z6AOqZTLi7HGSioYdzJJU\nzfkE7HvxfoM81+i2qE07ltCE0u1rAsCQY/4K6YvIBCLKAE0bL9u2aWoJN11MlkmmuDbQcOaOOafS\nbvt8eVw9WffJbhOmQbywaQe6GFOQL0IJX99nVEtD0KqYpLbqF6AGCJYK7EUdPglB9jfMOt+cP8F9\nwTpCYwkdw4NuHtI06Uhhec0/tHw0HUWEwB7ntrlUkrhdYYhPFyOZWfLZ5F1TitHGKeEdRr+n21YE\n17yDGZhkYgpnBk10v1mnD3F9Zr7PW2X4CCbXTNdHVIshGKfPJCLGNI+K8SOEmGgooXeljDRDxXRX\nQeO6zWYgOpeKkRhsU9IcSKD3Nzlc3NXPUWuIyAMjLDXReJpkx7SZI9hsZDKaUnMHZz7Nbo+0kbwy\nB0sMyx73ehtdvZcB3ibXXn/EtyHE7zHMmI55HwM1I2XVv4pzuFoMQXFVrXLZA4eqetqJRG3+5tod\ngO2kvD8gRfe1Xz4G53OwIzBcaYAOEk7lds1i+Npxa+Kaa2IyvIhsqDGVorE5j0yYdjl7/nD+AuNA\npddqZC2klBkBdI6byCd+NbTbbjvzgPYDZrUhzCfiprLBtEjfjxPmBlhoqxZDAMDEF+/PSgdSzRo4\n+FpdNk2T9oCZsgiv/bKWQK+Gxg4fKhHo6zhJ3WRT1H6Ocasd9opolznwTmsArAXZg04yqUVE2FCm\nSpp7yI18sQUVOz7eJW7ahNSwrpP8eOa+4SuZ+fngltHnfaZiG3WWbvDtcNcV0PTevCYz0CHjVXMq\n+7UCuqAky+krOXbwOX0eO7TD28s5nXA6Xr2IbgcAtIDLy4Lr4hxQfNuNky0iQoI8frh9yxVsLbvu\nnKf7m9uasi1B543iMe3L3lfBnffGVORzHIc6vl2HOl73ZDuY3UAXnpbQ86uxOC1N0+p8AGbF3wDN\nzjH8jcvRc/w9GilAI/O+Ur1cGbndDW9bfP0gt1/1xWq/q/ip9seeQw3rG5ehH/5ad071oq3u8aZF\nG8qcF3Qe036y+yh1rjVzv0HqsGmXb6734FMtDUEjS03MDh9VOybZderQUJ0aww7Fw3X4Q/Nsycht\nu96tiUox5jh+Jum5/eF93UlgEREAkg/LXYFLJXB1DO9QZq9VKMtsonwgiag9m/uFZRAI1Q646zCo\nRcDVBFLAFgH7eqxx1Uh/9lxjqJYPAdviqdNYsivyZhaOGSibqvI/NIFT+dx6aFQFToXBg0uxrR15\nuk7sj6DPwjmoedD9bCMGAVVw9lO/FQCeA3W2HCZcdlSdWRyGF27laYt7zMxX49ujvhCzMCyU0Bdl\nBjyNmbS+bSwBNunajvtJ67fxX+pU/TYj5qKbukA1NQQALJW4XNOnKbjHeclcJ9LD5WXbYH5pRHom\nyU+Qt04fM4uICAW34EphB+jVvBpUS8f+A7rzmS7ju6e/XbPOvMx6hl6C87f48qNxbaQ+CcnHwN2v\npHleLYYgE3rOQaMcqxhcGJy7QjMFvWqYI8ayowi/LGOSyjsY5VDTSNgjVheumZN3rGrQaDl9TKrP\nd196rb88DTZxMxmUDUyHuJXf8nUqU4FhrlqrHwdFv3hnuKRpdvl81WMIMod1bfPUjmkG5hTQKBx+\nEEGnLIY/kkCeACHPh+8R8ty+uiITiSgbfNSQnTqCS0ufZVd37+P6+fhydN5igY5GNvXepyY9o3R/\nPqJLM4U6OUaZL06FUYoWVC0fgu449UnJOTN4DDG2k02ZRWLDFtFW3+PAc13NpU3iPHwdfcEhzIBP\nDcAvYJN8I/g6vt1mL+gq2K0jqgPtIzD262WGqJmy2CauMOGpVyOMNmGhTNGEJdBZAGwCSRNOlp8h\n2PhOaLtmLd+A3X5uvUK9U166TmdkMM8h0a9cqBZDAMALYtxFNbgM52zh1C2dBsJdAT3tDGTMXPSL\nkpiCqV8PCjfttq0R8Com/e0SeJObhdbnH1ARq42qMGpbcDKBHGZ8acKL9x43C9Ps+TYLOjIIO0Xx\nAk2FJQiBbpPSUnT6F3dHRC5Qo+x5YQeKzILKhsD5Bd2szRxwH5n5TAVOe2dI+13lRrVMRhicPZNb\nsEZ3ccLXA9iLztR/Pusj7ywLt4GGlbPV5FC7azQPRQwKOC2Bc/5qab5bM4cxAfObZrn3Lb6RVWh7\nbNO0bb1wyxtf5wCYhaunIQDIzi3MTY2kP9xR3ziuTM1L9Lw9eNwkXlJ9bh286caW6l1moFNrSM5m\nfSwiotcIkWjVWKxbWoSGTfzngNujOS9U/drHhzMKY3OpHfnTSxirwjTI+5o00XweZk3Fee6l6izF\nNFwthiATxbrVqZgp4Gs4sxBfn3vM1IlVKjcumKtL1edmaNV14GdzM5gug8rwajutIyKKoBuikTXu\n6Hzy3csN/AiNIOIyCps1EthURc2lmC70Zw5pOz9OhNcAnCm1LFAz9LoxGdkPaq/k43/z9kLO6y/F\nXFMV085L5G4QwpmXuHvbG42A0x732eVNQkLQa3U5ohro1ziwtV//moOsKCA3uMKO8efmn29VddbC\n07wIiWLqpt/7NGerpSEo4G0ysWlISe/UZKRBOadxCusNdezwVPV/WhhomKjbbVMaxJRVh92OhiO5\nUCeYjLrV/jygWkmWBBexdiCt4u01MzD119BxGggybs0JKv3TukwQiJ+gY9OVNh/h42Wt7sVmqez+\n1D4FtxxuI35uPE9d+lM6qscQKCHEZhydesIct23/6ritzqqBOAxuGKtvcPJ7GajFJEsgOZGoKYuL\nhPA/O5/SQrqXbas0DLDXqzYjBhP9EgBcZoBDVOmewtjHZxM8ntBjX1/N0UJMKgtXADQ+RtO2EPOW\nDzSs3V9Wm6wNrTH31v3E76vsRhjRNQ6loHoMARNS0zmJ8+LVbxM2il+8HR6G86I0WUbAS1T45enB\nOw86xppyd329XlBitz+/U8mnWhsbqm2rNAzJqNRRS1j7oAJM7+8nOZIB8H4JGvZ8NYuyqHRMNQZM\nB8w49kv/RuPHG+4Uc+q6dWcLWnjhnG4PfhYuF5prBrP7r0QBr3oMwbbBTQHe1SyPgwozC9PZy5ba\nZg9smpsFAG+oYepYsq5x2zIBelVnmRMUMzf7eNM55g7CiPWEfgsBeLxxhE8zApvI2VF9GjaDaJJz\nOB2NfS0O2nDNuN31R555zIfFzoqMifM52H1Qqumoek5lCupg8pelm3bY2oI65qbUpY5s3lEFTF3Y\n96CSgZVNhLG66XOcZyUYi47mCApufpRZN4AbOuluMpOdv4dLrc0Jb9L87P5Ziq8lcNuK2yml0+GZ\nZDlazgBsxtGPD95AB29wwW2mA5BaG1n4NtWhG1i4G1w0rI05ytrsImujHW4jE98zrPb7iZ/V+YSM\nBzN2erfJjbmXvJkOtxEP/9vedAbXy82bMvqwjDnk21DLfr6meM8u27Gha46ymuBW9krqoHHouP4B\nN1FdAjr9NeeM4jUMLN3gDTBoThNdPix5lwRqp+UjEWTJgdNiooaw/uD6mKSInX5BjtbBcw07qHEY\ntx30QTULWr4OVOsoMhd8/rysemwrAj7OZ09WcLfHLckMWH2TUQhUZ5kMp3xmVM7MY2dF5dVcvObA\nTpMhEeQQFc83mOR6XRUz6x5Z7YhY++hmnPYS/Fohua284OOuGdKghLhswSi0Lsl8xtERl5apFCDq\nvLxTY2iTK80Q8i4GAbClDGyjpH4C7lwIY6Aw93ZzJdE6aJv5Z3BTC4fWE7H6qOo76We7ZQ1c7RGA\n7e0aWNPn6uNA6UK5zKBYeDd3Hb/mCYCux9BYtwzBB8kh5nco8wPRR8Rd7k2ZgMlZrsrj3PG804hT\nITFCX3gWs8hTV8TaRpbpcDXGCy/du7uQYfjars9nBYkMKiSnMj2/7hhCN5yc0xQU6oQpYO3AHjSc\nVOGajtwNtH0SibTBj0/iyWO75LSLiAiAwRAOOK1Yg9PqFfiYfd89DKrDCCRg2gTg9lORKivJEDTo\nIo9QB6lPxZKIPWd2onXZDID3P+DrJXNVmQN1ECZ7hMIgm4sGqW1UULKzhtLMpW76GMmPliVhF20r\nvm8Z8y3Pu8iyfuREtRamJQldiDHXeQHFOkPlRXJTx9ppro3G4C6C0eV0G8x/sw1S+h4AAAF+SURB\nVGGFfdxkN+VzJ7k5XYoA33NQJvp6h7F9Dx44otlvuNq7vS86XnCmQDeYN0RZ0wrc56FzAc/Z8P4o\nL8V2nvmqaQWmT+vOZFQUnLRg2/tds5AN6sTxZ1vlQkuzoiTyRCaERlpERGTBN55Wa1xhP5zREnjn\nKt53mHM6A2QTyiLSvUsn+m+KKtEcvL4YAkC+UDDJlJSnntA2RGIeMQgYtHHoc3JLwSGhdZTdxtXu\nuxISV64/hhARERERwaJaPoSIiIiIiJ4hMoSIiIiICACIDCEiIiIioo3IECIiIiIiACAyhIiIiIiI\nNiJDiIiIiIgAgMgQIiIiIiLaiAwhIiIiIgIAIkOIiIiIiGgjMoSIiIiICACIDCEiIiIioo3IECIi\nIiIiACAyhIiIiIiINiJDiIiIiIgAgMgQIiIiIiLaiAwhIiIiIgIAIkOIiIiIiGgjMoSIiIiICACI\nDCEiIiIioo3IECIiIiIiACAyhIiIiIiINiJDiIiIiIgAAID/D73iKYivHaA6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b210a5a7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the cut-up city\n",
    "fig, ax = plt.subplots(figsize=(6,6))\n",
    "for polygon in geometry:\n",
    "    patch = PolygonPatch(polygon, fc='#cccccc', ec='k', alpha=0.5, zorder=3)\n",
    "    ax.add_patch(patch)\n",
    "\n",
    "ax.scatter(x=points_outside_geometry['x'], y=points_outside_geometry['y'], s=1, c='r', linewidth=0, zorder=1)\n",
    "ax.scatter(x=points_within_geometry['x'], y=points_within_geometry['y'], s=1, c='b', linewidth=0, zorder=2)\n",
    "    \n",
    "ax.set_xlim(west, east)\n",
    "ax.set_ylim(south, north)\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Another Example\n",
    "\n",
    "What if the points and polygon have the same bounding box? Because the polygon's minimum bounding box is the same as the set of points' minimum bounding box, r-tree considers every point to be a possible match. Thus, using an r-tree spatial index makes the intersection run no faster than it would without the spatial index.\n",
    "\n",
    "Instead, we'll divide the polygon up into small sub-polygons, then using the spatial index to find which points possibly intersect with each of these sub-polygons. This method successfully finds fewer possible matches because each of the sub-polygons' minimum bounding boxes is much smaller than the set of points minimum bounding box.\n",
    "\n",
    "Problem: when the polygon's bounding box is the same as the set of points', r-tree identifies every point as a possible match, thus offering no speed up. When coupled with lots of points and a polygon with lots of vertices, the intersection process is very slow. Example: the City of Los Angeles might take 20+ minutes.\n",
    "\n",
    "Solution: wrote a quadrat routine to divide the polygon into sub-polygons. Then, for each sub-polygon, intersect it first with the points' r-tree index to get a small set of possible matches, then intersect those possible matches with the sub-polygon to get the set of precise matches. This brings computation time from 20+ minutes to a few seconds.\n",
    "\n",
    "### Create a polygon for the boundary of a city, and points representing street intersections around it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# get the boundary of some city\n",
    "gdf = ox.gdf_from_place('Los Angeles, California, USA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# get the street network within this bounding box\n",
    "west, south, east, north = gdf.unary_union.bounds\n",
    "G = ox.graph_from_bbox(north, south, east, west, network_type='drive', retain_all=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# get lat-long points for each intersection\n",
    "xy = [(data['x'], data['y']) for node, data in G.nodes(data=True)]\n",
    "x, y = list(zip(*xy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# turn the lat-long points into a geodataframe\n",
    "gdf_nodes = gpd.GeoDataFrame(data={'x':x, 'y':y})\n",
    "gdf_nodes.crs = gdf.crs\n",
    "gdf_nodes.name = 'nodes'\n",
    "gdf_nodes['geometry'] = gdf_nodes.apply(lambda row: Point((row['x'], row['y'])), axis=1)\n",
    "west, south, east, north = gdf_nodes.unary_union.bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# make the geometry a multipolygon if it's not already\n",
    "geometry = gdf['geometry'].iloc[0]\n",
    "if isinstance(geometry, Polygon):\n",
    "    geometry = MultiPolygon([geometry])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zUE4O7x7hC3DYTtJSODq+NtI65b3lOEJIKgO84dQZ5LTdl9cAfN2RfsjuF0P5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\nDhT4vIf/afg3q66u+uVz//HcV8/pOAd3w6pThG3wc+vY0WHKfeGzKUS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a7+OLfrNoevKW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\nmByCjT7DMEwO8f/FFXW4FtrGfgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b2290c0780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the cut-up city\n",
    "fig, ax = plt.subplots(figsize=(6,6))\n",
    "for polygon in geometry:\n",
    "    patch = PolygonPatch(polygon, fc='#cccccc', ec='k', alpha=0.5, zorder=2)\n",
    "    ax.add_patch(patch)\n",
    "\n",
    "ax.scatter(x=gdf_nodes['x'], y=gdf_nodes['y'], s=1, c='m', linewidth=0, zorder=1)\n",
    "    \n",
    "ax.set_xlim(west, east)\n",
    "ax.set_ylim(south, north)\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cut the polygon with quadrats into sub-polygons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# quadrat_width is in the units the geometry is in, so we'll do a tenth of a degree\n",
    "geometry_cut = ox.quadrat_cut_geometry(geometry, quadrat_width=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0m80hhBBGoVCc3L9//wcdHR0bLqduqm+G5ZU+IcQOAHYAAET8U0VFxaHw8PB5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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b20b79c390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the city\n",
    "fig, ax = plt.subplots(figsize=(6,6))\n",
    "for polygon in geometry_cut:\n",
    "    patch = PolygonPatch(polygon, fc='#cccccc', ec='k', alpha=0.5, zorder=2)\n",
    "    ax.add_patch(patch)\n",
    "    \n",
    "ax.set_xlim(west, east)\n",
    "ax.set_ylim(south, north)\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7/H6//tFrjPrf5PckJGCpl07VsOHHaQhGYcK6AqUqe8BZLK7zjBIGqmAYFUvT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JnHMGoAIOZ2qIfGyuk0nB74oCgEmFUehpmhyld25HpRlBCMqZRWBnqQlk843No274lCTSk6CXO1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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b210bbfeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the cut-up city\n",
    "fig, ax = plt.subplots(figsize=(6,6))\n",
    "for polygon in geometry_cut:\n",
    "    patch = PolygonPatch(polygon, fc='#cccccc', ec='k', alpha=0.5, zorder=2)\n",
    "    ax.add_patch(patch)\n",
    "\n",
    "ax.scatter(x=gdf_nodes['x'], y=gdf_nodes['y'], s=1, c='m', linewidth=0, zorder=1)\n",
    "    \n",
    "ax.set_xlim(west, east)\n",
    "ax.set_ylim(south, north)\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a spatial index and find points within the sub-polygons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# build the r-tree index\n",
    "sindex = gdf_nodes.sindex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# find the points that intersect with each subpolygon and add them to points_within_geometry\n",
    "points_within_geometry = pd.DataFrame()\n",
    "for poly in geometry_cut:\n",
    "    # buffer by the <1 micron dist to account for any space lost in the quadrat cutting\n",
    "    # otherwise may miss point(s) that lay directly on quadrat line\n",
    "    poly = poly.buffer(1e-14).buffer(0)\n",
    "\n",
    "    # find approximate matches with r-tree, then precise matches from those approximate ones\n",
    "    possible_matches_index = list(sindex.intersection(poly.bounds))\n",
    "    possible_matches = gdf_nodes.iloc[possible_matches_index]\n",
    "    precise_matches = possible_matches[possible_matches.intersects(poly)]\n",
    "    points_within_geometry = points_within_geometry.append(precise_matches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# drop duplicate points, if buffered poly caused an overlap on point(s) that lay directly on a quadrat line\n",
    "points_within_geometry = points_within_geometry.drop_duplicates(subset=['x', 'y'])\n",
    "points_outside_geometry = gdf_nodes[~gdf_nodes.isin(points_within_geometry)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7LuIErUWC48Ie/sFYQvPdkIaGhnEvvfTSlbZt502kO5xl4Cl938tPhP6+n96+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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b2331aa9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the city and points within/outside\n",
    "fig, ax = plt.subplots(figsize=(6,6))\n",
    "for polygon in geometry:\n",
    "    patch = PolygonPatch(polygon, fc='#cccccc', ec='k', alpha=0.5, zorder=3)\n",
    "    ax.add_patch(patch)\n",
    "\n",
    "ax.scatter(x=points_outside_geometry['x'], y=points_outside_geometry['y'], s=1, c='r', linewidth=0, zorder=1)\n",
    "ax.scatter(x=points_within_geometry['x'], y=points_within_geometry['y'], s=1, c='b', linewidth=0, zorder=2)\n",
    "    \n",
    "ax.set_xlim(west, east)\n",
    "ax.set_ylim(south, north)\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
